Last updated: 2022-09-20

Checks: 5 2

Knit directory: Immunue_Cell_Study/

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clean the data

input data

confounder=read.csv("//dartfs-hpc.dartmouth.edu/rc/lab/M/MRKepistor7/collab/JieZhou/SourceFiles/req19jul2019_ym_06jul2020.csv")
linkage=read.csv("//dartfs-hpc.dartmouth.edu/rc/lab/M/MRKepistor7/collab/JieZhou/SourceFiles/MBLID_linkage.csv")

combine 6-week and 12-month data

colnames(data6w)[1:2]=c("subject","time")
colnames(data12m)[1:2]=c("subject","time")
name6w=colnames(data6w)[-c(1,2)]
name12m=colnames(data12m)[-c(1,2)]
jointname=unique(c(name6w, name12m))
n1=nrow(data6w)
n2=nrow(data12m)
data6w_swell=data.frame(matrix(nrow = n1,ncol = length(jointname)))
data12m_swell=data.frame(matrix(nrow = n2,ncol = length(jointname)))
for (j in 1:length(jointname)) {
  index1=which(name6w==jointname[j])
  index2=which(name12m==jointname[j])
  if (length(index1)==1){
    data6w_swell[,j]=data6w[,index1+2]
  }else{
    data6w_swell[,j]=0  
  }
  if (length(index2)==1){
    data12m_swell[,j]=data12m[,index2+2]
  }else{
    data12m_swell[,j]=0  
  }
}
data6w_swell=cbind(data6w$subject,data6w$time, data6w_swell)
rownames(data6w_swell)=rownames(data6w)
colnames(data6w_swell)=c("subject","time",jointname)
data12m_swell=cbind(data12m$subject,data12m$time, data12m_swell)
rownames(data12m_swell)=rownames(data12m)
colnames(data12m_swell)=c("subject","time",jointname)
data6w12m=rbind(data6w_swell,data12m_swell)
#which(apply(data6w12m[,-c(1,2)], 2, sum)==0)
data6w12m=data6w12m[,-207]
index=order(data6w12m$subject,data6w12m$time)
data6w12m=data6w12m[index,]
save(data6w12m,file = "data6w12m.Rdata")

align the metabolome data with immunce cell data

overlap=intersect(data6w_swell$subject,data12m_swell$subject)
##overlapping data
data12msub=data.frame()
df.bcelladj_o=data.frame()
df.cd4tadj_o=data.frame()
df.cd8tadj_o=data.frame()
df.cd8tcd4tadj_o=data.frame()
df.monoadj_o=data.frame()
df.nkadj_o=data.frame()
df.nrbcadj_o=data.frame()
df.granadj_o=data.frame()
for (i in 1:length(overlap)) {
  index1=which(data12m_swell$subject==overlap[i])
  a=data12m_swell[index1,]
  data12msub=rbind(data12msub,a)
  
  index1=which(df.bcelladj6w$subject6w==overlap[i])
  a=df.bcelladj6w[index1,]
  df.bcelladj_o=rbind(df.bcelladj_o,a)
 

  a=df.cd4tadj6w[index1,]
  df.cd4tadj_o=rbind(df.cd4tadj_o,a)

  a=df.cd8tadj6w[index1,]
  df.cd8tadj_o=rbind(df.cd8tadj_o,a)
 
  a=df.cd8tcd4tadj6w[index1,]
  df.cd8tcd4tadj_o=rbind(df.cd8tcd4tadj_o,a)
  
  
  a=df.monoadj6w[index1,]
  df.monoadj_o=rbind(df.monoadj_o,a)

  a=df.nkadj6w[index1,]
  df.nkadj_o=rbind(df.nkadj_o,a)

  a=df.nrbcadj6w[index1,]
  df.nrbcadj_o=rbind(df.nrbcadj_o,a)

  a=df.granadj6w[index1,]
  df.granadj_o=rbind(df.granadj_o,a)
}
longidata=rbind(data6w_swell,data12msub)
longibcell=rbind(df.bcelladj6w,df.bcelladj_o)
longicd4=rbind(df.cd4tadj6w,df.cd4tadj_o)
longicd8=rbind(df.cd8tadj6w, df.cd8tadj_o)
longicd8cd4=rbind(df.cd8tcd4tadj6w,df.cd8tcd4tadj_o)
longimono=rbind(df.monoadj6w,df.monoadj_o)
longink=rbind(df.nkadj6w,df.nkadj_o)
longinrbc=rbind(df.nrbcadj6w,df.nrbcadj_o)
longigran=rbind(df.granadj6w,df.granadj_o)

compute alpha diversity

library(vegan)
Warning: package 'vegan' was built under R version 4.1.3
Loading required package: permute
Warning: package 'permute' was built under R version 4.1.3
Loading required package: lattice
This is vegan 2.6-2
index=order(longidata[,1],longidata[,2])
longidata=longidata[index,]
alpha6w=diversity(data6w_swell[,-c(1,2)],index = "shannon")
alpha12m=diversity(data12msub[,-c(1,2)],index = "shannon")
alpha=diversity(longidata[,-c(1,2)],index = "shannon")
longibcell=cbind(longibcell[index,],alpha)
longicd4=cbind(longicd4[index,],alpha)
longicd8=cbind(longicd8[index,],alpha)
longicd8cd4=cbind(longicd8cd4[index,],alpha)
longigran=cbind(longigran[index,],alpha)
longimono=cbind(longimono[index,],alpha)
longink=cbind(longink[index,],alpha)
longinrbc=cbind(longinrbc[index,],alpha)

incorporate the deliver mode

exmblid=rownames(longidata)
deliver=c()
for (i in 1:length(exmblid)) {
  index2=which(linkage[,2]==exmblid[i])
  unq_id=linkage[index2,1]
  index3=which(confounder[,1]==unq_id)
  a=confounder$deliverytype[index3]
  deliver=c(deliver,a)
}
longibcell=cbind(longibcell,deliver)
longicd4=cbind(longicd4,deliver)
longicd8=cbind(longicd8,deliver)
longimono=cbind(longimono,deliver)
longink=cbind(longink,deliver)
longinrbc=cbind(longinrbc,deliver)
longigran=cbind(longigran,deliver)
ss=df.granadj6w$subject6w
dd=c()
for (i in 1:73) {
  index=which(longibcell$subject6w==ss[i])[1]
  dd=c(dd,longibcell$deliver[index])
}
library(gee)
Warning: package 'gee' was built under R version 4.1.3

Regression analysis

Bcell

options(warn = 2)
m=ncol(longidata)-2
n=nrow(longidata)
name=colnames(longidata)[-c(1,2)]
microbe=c()                            
rrbcell=data.frame()
for (k in 1:m) {
  y1=longidata[,k+2]
  y2=apply(longidata[,-c(1,2,k+2)],1,sum)
  fm=try({gee(cbind(y1,y2)~bcell + bbymale + enrollment_age + imrbthwghtg_all +gestage_all+evercigpreg+alpha+deliver ,id=subject6w, data=longibcell,family="binomial",corstr="exchangeable")},silent = T)
  if (inherits(fm,"try-error")){
    print(k)
    next()
  }else{
    fm=gee(cbind(y1,y2)~bcell + bbymale + enrollment_age + imrbthwghtg_all +gestage_all+evercigpreg+alpha+deliver ,id=subject6w, data=longibcell,family="binomial",corstr="exchangeable")   
   a=summary(fm)
   r1=a$coefficients[2,1]
   r2=2*(1-pnorm(abs(a$coefficients[2,5])))
   r3= c(r1-1.96*a$coefficients[2,4],r1+ 1.96*a$coefficients[2,4])
   rr=c(r1,r2,r3)
   microbe=c(microbe,name[k])
    rrbcell=rbind(rrbcell,rr)
     }

}
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    (Intercept)           bcell         bbymale  enrollment_age imrbthwghtg_all 
  -14.193169515     0.061709664     0.993020277    -0.197080914    -0.002147861 
    gestage_all     evercigpreg           alpha         deliver 
    0.470210104    -0.760593268     0.776423359    -1.090213268 
[1] 4
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
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    (Intercept)           bcell         bbymale  enrollment_age imrbthwghtg_all 
  -2.1855322895   -0.2078603693   -1.9837402163   -0.0451940546   -0.0008957406 
    gestage_all     evercigpreg           alpha         deliver 
   0.0202668696   -2.3668882299   -0.3107058680    1.9747755122 
[1] 5
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Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
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    (Intercept)           bcell         bbymale  enrollment_age imrbthwghtg_all 
  -16.083844857     0.233888045     1.923542840    -0.276018058    -0.001479053 
    gestage_all     evercigpreg           alpha         deliver 
    0.420325120     0.618770301     2.884754845    -1.449943440 
[1] 10
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    (Intercept)           bcell         bbymale  enrollment_age imrbthwghtg_all 
  -26.668275734     0.050739316    -0.128118985     0.272366910     0.001817214 
    gestage_all     evercigpreg           alpha         deliver 
    0.085740715    -1.972739983     2.505197082    -3.226750896 
[1] 11
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
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    (Intercept)           bcell         bbymale  enrollment_age imrbthwghtg_all 
  -6.344204e+00   -2.757850e-02   -9.876075e-01    7.645272e-02   -8.159031e-04 
    gestage_all     evercigpreg           alpha         deliver 
  -8.116781e-02   -1.625910e+01    2.917276e-01    5.828698e-01 
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Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
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    (Intercept)           bcell         bbymale  enrollment_age imrbthwghtg_all 
  -9.268190e+00    1.376202e-01    3.080615e-01   -8.372456e-03    9.885397e-05 
    gestage_all     evercigpreg           alpha         deliver 
  -6.060815e-02    2.805766e-01    2.855374e+00    1.868386e-01 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
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    (Intercept)           bcell         bbymale  enrollment_age imrbthwghtg_all 
  -9.268190e+00    1.376202e-01    3.080615e-01   -8.372456e-03    9.885397e-05 
    gestage_all     evercigpreg           alpha         deliver 
  -6.060815e-02    2.805766e-01    2.855374e+00    1.868386e-01 
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    (Intercept)           bcell         bbymale  enrollment_age imrbthwghtg_all 
   -5.981828042    -0.292223511     1.364664105    -0.005810951    -0.001385359 
    gestage_all     evercigpreg           alpha         deliver 
   -0.011271382    -0.872492696     2.057177952    -0.889119322 
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Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
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    (Intercept)           bcell         bbymale  enrollment_age imrbthwghtg_all 
  -1.554050e+01    1.256336e-01    5.059749e-02   -7.932950e-02   -4.259596e-04 
    gestage_all     evercigpreg           alpha         deliver 
   2.388949e-01   -1.629563e+01   -5.973421e-01    8.180222e-01 
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    (Intercept)           bcell         bbymale  enrollment_age imrbthwghtg_all 
  -32.159578750     0.217805302    -1.100395392    -0.248723159    -0.002808961 
    gestage_all     evercigpreg           alpha         deliver 
    0.886513638   -14.638779465     0.670267762     0.110928152 
[1] 20
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    (Intercept)           bcell         bbymale  enrollment_age imrbthwghtg_all 
   5.6964949386    0.0322588441   -0.3166803976    0.0068050617    0.0005490387 
    gestage_all     evercigpreg           alpha         deliver 
  -0.1672557084   -0.2186930554   -0.8644534553   -1.1665086281 
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    (Intercept)           bcell         bbymale  enrollment_age imrbthwghtg_all 
   5.6964949386    0.0322588441   -0.3166803976    0.0068050617    0.0005490387 
    gestage_all     evercigpreg           alpha         deliver 
  -0.1672557084   -0.2186930554   -0.8644534553   -1.1665086281 
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    (Intercept)           bcell         bbymale  enrollment_age imrbthwghtg_all 
  -5.0155794409   -0.0185552019    0.0228636989    0.0894079174   -0.0002310042 
    gestage_all     evercigpreg           alpha         deliver 
   0.0712663333   -0.5252534315   -0.5314356894   -0.5742737428 
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    (Intercept)           bcell         bbymale  enrollment_age imrbthwghtg_all 
  -5.0155794409   -0.0185552019    0.0228636989    0.0894079174   -0.0002310042 
    gestage_all     evercigpreg           alpha         deliver 
   0.0712663333   -0.5252534315   -0.5314356894   -0.5742737428 
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    (Intercept)           bcell         bbymale  enrollment_age imrbthwghtg_all 
  -6.4882904180    0.0226651905    0.1546294048   -0.1218351253    0.0001198048 
    gestage_all     evercigpreg           alpha         deliver 
   0.0883199045   -0.3515807458    1.5810049020    0.8707676772 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
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    (Intercept)           bcell         bbymale  enrollment_age imrbthwghtg_all 
  -6.4882904180    0.0226651905    0.1546294048   -0.1218351253    0.0001198048 
    gestage_all     evercigpreg           alpha         deliver 
   0.0883199045   -0.3515807458    1.5810049020    0.8707676772 
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    (Intercept)           bcell         bbymale  enrollment_age imrbthwghtg_all 
   -7.504406060    -0.028165146    -0.921194191    -0.229013643    -0.001940588 
    gestage_all     evercigpreg           alpha         deliver 
    0.340892867    -1.823461620    -0.365047527    -0.283872671 
[1] 29
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
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    (Intercept)           bcell         bbymale  enrollment_age imrbthwghtg_all 
   -8.994381154    -0.088343537    -0.774538129    -0.008912744     0.001226851 
    gestage_all     evercigpreg           alpha         deliver 
   -0.089277057    -2.508223948     2.263437514    -2.009324323 
[1] 30
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    (Intercept)           bcell         bbymale  enrollment_age imrbthwghtg_all 
  -1.531360e+01   -1.667472e-01    6.575636e-02   -1.285425e-01   -6.597324e-04 
    gestage_all     evercigpreg           alpha         deliver 
   2.297482e-01   -1.611004e+01    5.820425e-01    8.091640e-01 
[1] 46
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running glm to get initial regression estimate
[1] 48
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)           bcell         bbymale  enrollment_age imrbthwghtg_all 
   1.6364474331   -0.0484914306    0.3485378662    0.0856164550   -0.0007396447 
    gestage_all     evercigpreg           alpha         deliver 
  -0.2349077402    1.1034564803    1.2271636903   -0.7400061526 
[1] 49
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)           bcell         bbymale  enrollment_age imrbthwghtg_all 
  -14.894045305    -0.161511442    -1.207372901    -0.178437921    -0.000782972 
    gestage_all     evercigpreg           alpha         deliver 
    0.318059467     0.207668338     0.467761651     3.503664833 
[1] 50
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)           bcell         bbymale  enrollment_age imrbthwghtg_all 
  -14.796990884     0.107982763     0.855532291     0.043319900    -0.001705502 
    gestage_all     evercigpreg           alpha         deliver 
    0.386655881     1.259643927    -0.011560411    -0.491596274 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)           bcell         bbymale  enrollment_age imrbthwghtg_all 
  -14.796990884     0.107982763     0.855532291     0.043319900    -0.001705502 
    gestage_all     evercigpreg           alpha         deliver 
    0.386655881     1.259643927    -0.011560411    -0.491596274 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)           bcell         bbymale  enrollment_age imrbthwghtg_all 
   0.3682562358   -0.1001016508   -0.6024493345   -0.0505913686   -0.0008454683 
    gestage_all     evercigpreg           alpha         deliver 
  -0.0510355838   -0.2406391151    1.3465666450    0.6758329456 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)           bcell         bbymale  enrollment_age imrbthwghtg_all 
   0.3682562358   -0.1001016508   -0.6024493345   -0.0505913686   -0.0008454683 
    gestage_all     evercigpreg           alpha         deliver 
  -0.0510355838   -0.2406391151    1.3465666450    0.6758329456 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)           bcell         bbymale  enrollment_age imrbthwghtg_all 
  -21.995758321    -0.008965988    -0.350564963    -0.207147755    -0.001278501 
    gestage_all     evercigpreg           alpha         deliver 
    0.728517361    -2.477324152    -0.720566674     1.967124263 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)           bcell         bbymale  enrollment_age imrbthwghtg_all 
  -21.995758321    -0.008965988    -0.350564963    -0.207147755    -0.001278501 
    gestage_all     evercigpreg           alpha         deliver 
    0.728517361    -2.477324152    -0.720566674     1.967124263 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)           bcell         bbymale  enrollment_age imrbthwghtg_all 
   -7.376206290    -0.301865955     0.161864646    -0.125678085     0.000746926 
    gestage_all     evercigpreg           alpha         deliver 
   -0.057579183     1.508187235     2.878420775     0.360295973 
[1] 54
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
[1] 55
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)           bcell         bbymale  enrollment_age imrbthwghtg_all 
   26.640998666    -0.290433848    -2.852580131    -0.473324951     0.003033127 
    gestage_all     evercigpreg           alpha         deliver 
   -0.837458541    -3.690304457     1.232586029     2.799018330 
[1] 56
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
[1] 57
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)           bcell         bbymale  enrollment_age imrbthwghtg_all 
  -15.632611205     0.323296326     6.411034729    -0.207201657    -0.001468206 
    gestage_all     evercigpreg           alpha         deliver 
    0.162128794    -9.042257477     5.278724723    -4.891199738 
[1] 58
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)           bcell         bbymale  enrollment_age imrbthwghtg_all 
  -14.084098347    -0.114725954    -1.138391115     0.063023145    -0.001340489 
    gestage_all     evercigpreg           alpha         deliver 
    0.285858698    -3.351269282    -0.479849185    -0.904035376 
[1] 59
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
[1] 60
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
[1] 61
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
[1] 62
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
[1] 63
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
[1] 64
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
[1] 65
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
[1] 66
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)           bcell         bbymale  enrollment_age imrbthwghtg_all 
  -6.019946e+01   -5.757758e-01   -2.381651e+00    1.098981e-01    3.878636e-04 
    gestage_all     evercigpreg           alpha         deliver 
   1.069042e+00    2.938318e-01    4.393261e+00    3.696301e-01 
[1] 67
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
[1] 68
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
[1] 69
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)           bcell         bbymale  enrollment_age imrbthwghtg_all 
  -2.018818e+01    4.096828e-02   -9.308534e-01    1.057834e-01    3.385956e-04 
    gestage_all     evercigpreg           alpha         deliver 
   1.249928e-01   -1.513877e+01   -6.992597e-01    2.750293e-01 
[1] 70
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
[1] 71
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
[1] 72
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
[1] 73
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)           bcell         bbymale  enrollment_age imrbthwghtg_all 
  -3.758287e+00   -5.810258e-02   -3.308430e-01   -1.266587e-01    5.595378e-05 
    gestage_all     evercigpreg           alpha         deliver 
  -4.423103e-02   -1.338182e+00    1.447784e+00    2.764098e-01 
[1] 74
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)           bcell         bbymale  enrollment_age imrbthwghtg_all 
  -15.761512959     0.126378913     2.441797364    -0.180721110    -0.002717029 
    gestage_all     evercigpreg           alpha         deliver 
    0.472621470     2.192022893     3.174213692    -3.953534128 
[1] 75
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
[1] 76
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)           bcell         bbymale  enrollment_age imrbthwghtg_all 
  -18.260709519     0.166285803    -0.404928276    -0.136900890    -0.001118842 
    gestage_all     evercigpreg           alpha         deliver 
    0.499225822    -0.607720649    -0.033668580     0.801067302 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)           bcell         bbymale  enrollment_age imrbthwghtg_all 
  -18.260709519     0.166285803    -0.404928276    -0.136900890    -0.001118842 
    gestage_all     evercigpreg           alpha         deliver 
    0.499225822    -0.607720649    -0.033668580     0.801067302 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)           bcell         bbymale  enrollment_age imrbthwghtg_all 
  -6.1111036093   -0.1920023613    0.1049173816   -0.1212232425   -0.0007607425 
    gestage_all     evercigpreg           alpha         deliver 
   0.2738648209    0.5520366049   -0.5696422274    0.6492960985 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)           bcell         bbymale  enrollment_age imrbthwghtg_all 
  -6.1111036093   -0.1920023613    0.1049173816   -0.1212232425   -0.0007607425 
    gestage_all     evercigpreg           alpha         deliver 
   0.2738648209    0.5520366049   -0.5696422274    0.6492960985 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)           bcell         bbymale  enrollment_age imrbthwghtg_all 
   7.6549463701   -0.0191924976    0.9124499628   -0.0252763816    0.0006007272 
    gestage_all     evercigpreg           alpha         deliver 
  -0.2547842064   -0.9761999102   -1.8192969008    0.4995630191 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)           bcell         bbymale  enrollment_age imrbthwghtg_all 
   7.6549463701   -0.0191924976    0.9124499628   -0.0252763816    0.0006007272 
    gestage_all     evercigpreg           alpha         deliver 
  -0.2547842064   -0.9761999102   -1.8192969008    0.4995630191 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)           bcell         bbymale  enrollment_age imrbthwghtg_all 
   3.5463784873   -0.1122368205    0.2728613753   -0.0709188437    0.0008525343 
    gestage_all     evercigpreg           alpha         deliver 
  -0.2923506682   -3.8903510016    1.3242186034   -1.8343319664 
[1] 80
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
[1] 81
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
[1] 82
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
[1] 83
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)           bcell         bbymale  enrollment_age imrbthwghtg_all 
   36.642047938    -0.464190593     1.603946853    -0.043016542     0.004979324 
    gestage_all     evercigpreg           alpha         deliver 
   -1.773502788     3.650750585     2.343352036     0.376182870 
[1] 84
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)           bcell         bbymale  enrollment_age imrbthwghtg_all 
   -6.162950155    -0.088289421    -0.405181963     0.017675174    -0.000228466 
    gestage_all     evercigpreg           alpha         deliver 
    0.098785771    -2.781882272    -0.996396476     0.886324227 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)           bcell         bbymale  enrollment_age imrbthwghtg_all 
   -6.162950155    -0.088289421    -0.405181963     0.017675174    -0.000228466 
    gestage_all     evercigpreg           alpha         deliver 
    0.098785771    -2.781882272    -0.996396476     0.886324227 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)           bcell         bbymale  enrollment_age imrbthwghtg_all 
   29.389485389     0.121631395    -1.283002321    -0.044606731     0.001049799 
    gestage_all     evercigpreg           alpha         deliver 
   -1.132905058    -0.193171012     1.702765921     2.847567564 
[1] 86
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)           bcell         bbymale  enrollment_age imrbthwghtg_all 
   -4.714880453    -0.107569632    -0.178376586     0.044801624     0.001284809 
    gestage_all     evercigpreg           alpha         deliver 
   -0.137420310    -1.186282723     1.233711863    -0.229126600 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)           bcell         bbymale  enrollment_age imrbthwghtg_all 
   -4.714880453    -0.107569632    -0.178376586     0.044801624     0.001284809 
    gestage_all     evercigpreg           alpha         deliver 
   -0.137420310    -1.186282723     1.233711863    -0.229126600 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
[1] 88
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
[1] 89
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
[1] 90
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
[1] 91
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
[1] 92
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)           bcell         bbymale  enrollment_age imrbthwghtg_all 
   -8.796606481     0.049912641     1.192551138     0.062677306     0.001359302 
    gestage_all     evercigpreg           alpha         deliver 
   -0.279822492    -0.172521706     2.675147306    -0.006391229 
[1] 93
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)           bcell         bbymale  enrollment_age imrbthwghtg_all 
  -5.3859687657   -0.0482047901    1.8604444439    0.0182169776   -0.0002128882 
    gestage_all     evercigpreg           alpha         deliver 
  -0.0988163300    2.1771771077    2.4260238880   -0.4583037266 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)           bcell         bbymale  enrollment_age imrbthwghtg_all 
  -5.3859687657   -0.0482047901    1.8604444439    0.0182169776   -0.0002128882 
    gestage_all     evercigpreg           alpha         deliver 
  -0.0988163300    2.1771771077    2.4260238880   -0.4583037266 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)           bcell         bbymale  enrollment_age imrbthwghtg_all 
  -10.008414432    -0.048075188    -0.254361994     0.141759687    -0.000420929 
    gestage_all     evercigpreg           alpha         deliver 
   -0.117838568    -0.583399270     0.660081205     0.811438104 
[1] 95
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)           bcell         bbymale  enrollment_age imrbthwghtg_all 
  10.5069241172    0.0583157665    0.9320015553   -0.0761834102   -0.0005128421 
    gestage_all     evercigpreg           alpha         deliver 
  -0.3713688236    1.0089187568    0.2758240886    0.5687419880 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)           bcell         bbymale  enrollment_age imrbthwghtg_all 
  10.5069241172    0.0583157665    0.9320015553   -0.0761834102   -0.0005128421 
    gestage_all     evercigpreg           alpha         deliver 
  -0.3713688236    1.0089187568    0.2758240886    0.5687419880 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
[1] 97
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)           bcell         bbymale  enrollment_age imrbthwghtg_all 
  -2.866069e+01   -3.872645e-01    1.145052e+00    9.991757e-02    9.506276e-05 
    gestage_all     evercigpreg           alpha         deliver 
   3.196624e-01   -4.314718e+00    4.019107e+00    5.985057e-01 
[1] 98
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)           bcell         bbymale  enrollment_age imrbthwghtg_all 
  -1.820910e+01    4.138873e-01   -3.045830e+00   -1.435961e-01    8.800793e-04 
    gestage_all     evercigpreg           alpha         deliver 
  -9.988950e-03   -1.444379e+01    2.959074e+00    2.851660e+00 
[1] 99
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)           bcell         bbymale  enrollment_age imrbthwghtg_all 
  -2.081612e+01    2.564284e-01   -4.555482e-01    2.355302e-02    7.129018e-04 
    gestage_all     evercigpreg           alpha         deliver 
   1.783254e-01   -1.110699e+00   -5.227777e-01    3.998714e-01 
[1] 100
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)           bcell         bbymale  enrollment_age imrbthwghtg_all 
  -1.403338e+01   -2.020540e-01    2.200105e-01   -5.658154e-02   -1.076351e-04 
    gestage_all     evercigpreg           alpha         deliver 
   1.792220e-01   -1.695151e+01    3.454453e+00   -2.043375e+00 
[1] 101
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)           bcell         bbymale  enrollment_age imrbthwghtg_all 
   3.494067e+00   -5.268681e-02   -1.296568e+00   -1.417699e-01    7.917597e-04 
    gestage_all     evercigpreg           alpha         deliver 
  -4.073273e-01   -1.738868e+01    1.990606e+00    2.317649e+00 
[1] 102
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)           bcell         bbymale  enrollment_age imrbthwghtg_all 
    7.339001356    -0.003398151    -1.224462064    -0.047298471     0.001676333 
    gestage_all     evercigpreg           alpha         deliver 
   -0.432838090    -1.293095735    -0.891177511     0.558114765 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)           bcell         bbymale  enrollment_age imrbthwghtg_all 
    7.339001356    -0.003398151    -1.224462064    -0.047298471     0.001676333 
    gestage_all     evercigpreg           alpha         deliver 
   -0.432838090    -1.293095735    -0.891177511     0.558114765 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
[1] 104
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
[1] 105
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)           bcell         bbymale  enrollment_age imrbthwghtg_all 
   -4.310393162    -0.167177498     1.661359569     0.066527598    -0.001300838 
    gestage_all     evercigpreg           alpha         deliver 
    0.049849610    -1.599084273     0.585914407    -3.825851060 
[1] 106
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
[1] 107
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)           bcell         bbymale  enrollment_age imrbthwghtg_all 
  -1.556968e+01   -1.370001e-01    5.797329e-01   -2.714434e-02   -5.377779e-04 
    gestage_all     evercigpreg           alpha         deliver 
   1.318668e-01    1.456186e+00    2.973529e+00    8.613254e-01 
[1] 108
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
[1] 109
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
[1] 110
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)           bcell         bbymale  enrollment_age imrbthwghtg_all 
  -26.906827012     0.136863598    -0.961359616     0.203382575    -0.003159815 
    gestage_all     evercigpreg           alpha         deliver 
    0.743652974     1.027602257    -1.103060583    -2.246909650 
[1] 111
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
[1] 112
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
[1] 113
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)           bcell         bbymale  enrollment_age imrbthwghtg_all 
   40.024291423    -0.746308492     0.680079631    -0.319603873     0.004000476 
    gestage_all     evercigpreg           alpha         deliver 
   -1.382337889   -15.538798182     0.366759517    -0.103556956 
[1] 114
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)           bcell         bbymale  enrollment_age imrbthwghtg_all 
  -4.6892150513   -0.0058180601   -0.4826329107   -0.0509918671    0.0005116311 
    gestage_all     evercigpreg           alpha         deliver 
   0.0371687582   -0.4426275579   -0.4519213775    0.1099719296 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)           bcell         bbymale  enrollment_age imrbthwghtg_all 
  -4.6892150513   -0.0058180601   -0.4826329107   -0.0509918671    0.0005116311 
    gestage_all     evercigpreg           alpha         deliver 
   0.0371687582   -0.4426275579   -0.4519213775    0.1099719296 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)           bcell         bbymale  enrollment_age imrbthwghtg_all 
  12.7382065231   -0.0869604579   -0.8263189504    0.0377182393   -0.0003115928 
    gestage_all     evercigpreg           alpha         deliver 
  -0.5681049375   -0.7380868257    0.8723734639    0.4432022153 
[1] 116
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
[1] 117
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
[1] 118
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
[1] 119
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
[1] 120
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)           bcell         bbymale  enrollment_age imrbthwghtg_all 
   6.899065e+00   -1.029869e-01   -1.325626e+00    1.904213e-02    4.153274e-04 
    gestage_all     evercigpreg           alpha         deliver 
  -4.251654e-01   -1.731293e+01    1.266546e+00   -1.460986e-01 
[1] 121
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
[1] 122
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
[1] 123
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
[1] 124
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)           bcell         bbymale  enrollment_age imrbthwghtg_all 
  -13.531971539     0.048924705    -0.214370172     0.036934649    -0.001562691 
    gestage_all     evercigpreg           alpha         deliver 
    0.264442541   -14.465312993    -0.108034790    -2.267423378 
[1] 125
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)           bcell         bbymale  enrollment_age imrbthwghtg_all 
   36.873551353    -0.085453521     0.692804227    -0.382993886     0.002534705 
    gestage_all     evercigpreg           alpha         deliver 
   -1.425154918     0.031095945     0.815053464     5.066048116 
[1] 126
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
[1] 127
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
[1] 128
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)           bcell         bbymale  enrollment_age imrbthwghtg_all 
   -5.277170772    -0.233796483    -1.398624102    -0.295225363    -0.001377379 
    gestage_all     evercigpreg           alpha         deliver 
    0.087148779    -1.803285253     2.874043906     2.281030747 
[1] 129
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
[1] 130
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
[1] 131
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
[1] 132
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
[1] 133
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
[1] 134
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
[1] 135
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
[1] 136
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
[1] 137
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
[1] 138
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
[1] 139
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
[1] 140
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)           bcell         bbymale  enrollment_age imrbthwghtg_all 
    7.508753562    -0.123104897    -0.629089340     0.086872439     0.002117448 
    gestage_all     evercigpreg           alpha         deliver 
   -0.430978802    -6.752689342     0.405159750    -4.802739189 
[1] 141
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)           bcell         bbymale  enrollment_age imrbthwghtg_all 
  -33.207316800    -0.333212458     0.590846774     0.274686607     0.001539083 
    gestage_all     evercigpreg           alpha         deliver 
    0.246978046   -15.977507830     2.837404410    -3.196076707 
[1] 142
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
[1] 143
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
[1] 144
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
[1] 145
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)           bcell         bbymale  enrollment_age imrbthwghtg_all 
  -24.122194243    -0.127064071     1.293748087    -0.065412427    -0.001860267 
    gestage_all     evercigpreg           alpha         deliver 
    0.445542442    -0.077795075     2.333968554    -0.963389560 
[1] 146
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
[1] 147
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
[1] 148
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
[1] 149
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
[1] 150
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
[1] 151
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
[1] 152
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)           bcell         bbymale  enrollment_age imrbthwghtg_all 
   46.820495453    -0.441064681    -0.279981335    -0.284212573     0.003137501 
    gestage_all     evercigpreg           alpha         deliver 
   -1.479317669    -6.246348279     3.109117011    -0.251330757 
[1] 153
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)           bcell         bbymale  enrollment_age imrbthwghtg_all 
    5.674133734    -0.239551068     0.149050688    -0.047970657    -0.002167951 
    gestage_all     evercigpreg           alpha         deliver 
    0.015673510   -14.774922503    -2.091406917    -2.257611692 
[1] 154
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
[1] 155
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)           bcell         bbymale  enrollment_age imrbthwghtg_all 
   21.539379494    -0.805181594     3.951067262     0.215675195     0.005176688 
    gestage_all     evercigpreg           alpha         deliver 
   -1.280925471     0.927241315     0.258496536    -3.326498431 
[1] 156
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
[1] 157
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)           bcell         bbymale  enrollment_age imrbthwghtg_all 
   39.245786444     0.330639138    -1.879153396    -0.184188053    -0.001489076 
    gestage_all     evercigpreg           alpha         deliver 
   -0.846921248     0.885211121    -2.950079529    -0.952890673 
[1] 158
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
[1] 159
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
[1] 160
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)           bcell         bbymale  enrollment_age imrbthwghtg_all 
   -0.434453859    -0.262575151     4.079066294    -0.331698637    -0.001083019 
    gestage_all     evercigpreg           alpha         deliver 
    0.145114679   -16.944331956    -0.645882927     0.687376881 
[1] 161
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)           bcell         bbymale  enrollment_age imrbthwghtg_all 
   28.902460803     0.093997279    -0.971707667    -0.172094701     0.001458327 
    gestage_all     evercigpreg           alpha         deliver 
   -1.048393995     0.129229849     1.269908191     2.430524650 
[1] 162
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)           bcell         bbymale  enrollment_age imrbthwghtg_all 
  -9.5130882861   -0.1049225397    0.3994404365    0.0491333687    0.0006310679 
    gestage_all     evercigpreg           alpha         deliver 
  -0.2329650774    1.5514418490    4.3947004259    0.5932513875 
[1] 163
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)           bcell         bbymale  enrollment_age imrbthwghtg_all 
   -8.159150535     0.182439162    -0.116538923    -0.050745648     0.000766638 
    gestage_all     evercigpreg           alpha         deliver 
   -0.084309091   -16.051016476    -0.621790241     0.968605083 
[1] 164
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)           bcell         bbymale  enrollment_age imrbthwghtg_all 
   -5.976499407    -0.239613082     1.629337220     0.157661411     0.002599135 
    gestage_all     evercigpreg           alpha         deliver 
   -0.491356840   -15.307269707     3.513212297    -2.269477080 
[1] 165
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)           bcell         bbymale  enrollment_age imrbthwghtg_all 
  -3.891707e+01    1.274810e-01    2.168411e+00    6.024115e-02   -9.156577e-04 
    gestage_all     evercigpreg           alpha         deliver 
   7.271025e-01    4.358087e+00    1.681722e+00    3.793435e-01 
[1] 166
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
[1] 167
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
[1] 168
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
[1] 169
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
[1] 170
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
[1] 171
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
[1] 172
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
[1] 173
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
[1] 174
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
[1] 175
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)           bcell         bbymale  enrollment_age imrbthwghtg_all 
  -1.333567e+01    7.617143e-02    1.097357e+00    3.810872e-02   -4.298463e-05 
    gestage_all     evercigpreg           alpha         deliver 
   1.548054e-01   -1.705699e+00   -3.983760e-01    5.590948e-02 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)           bcell         bbymale  enrollment_age imrbthwghtg_all 
  -1.333567e+01    7.617143e-02    1.097357e+00    3.810872e-02   -4.298463e-05 
    gestage_all     evercigpreg           alpha         deliver 
   1.548054e-01   -1.705699e+00   -3.983760e-01    5.590948e-02 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
[1] 177
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)           bcell         bbymale  enrollment_age imrbthwghtg_all 
  -2.7478910239    0.1155155358    0.0613407895   -0.0812560912   -0.0003257192 
    gestage_all     evercigpreg           alpha         deliver 
   0.0467288182   -0.5522618151   -0.0765901514    0.6503216326 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)           bcell         bbymale  enrollment_age imrbthwghtg_all 
  -2.7478910239    0.1155155358    0.0613407895   -0.0812560912   -0.0003257192 
    gestage_all     evercigpreg           alpha         deliver 
   0.0467288182   -0.5522618151   -0.0765901514    0.6503216326 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)           bcell         bbymale  enrollment_age imrbthwghtg_all 
  -28.773423678     0.034291377     1.880069209    -0.015321729    -0.001824551 
    gestage_all     evercigpreg           alpha         deliver 
    0.570732025   -14.965021812     2.734192796    -1.321277411 
[1] 179
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
[1] 180
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)           bcell         bbymale  enrollment_age imrbthwghtg_all 
   1.010991e+01    5.901043e-02   -1.409790e+00   -1.113617e-01    8.122794e-05 
    gestage_all     evercigpreg           alpha         deliver 
  -3.436625e-01   -1.239783e+00    3.171444e-01   -8.470405e-01 
[1] 181
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
[1] 182
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
[1] 183
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
[1] 184
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
[1] 185
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
[1] 186
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)           bcell         bbymale  enrollment_age imrbthwghtg_all 
  14.1407232864    0.1127962633    0.7794508781   -0.1312966462    0.0003729864 
    gestage_all     evercigpreg           alpha         deliver 
  -0.6006217221   -2.5158500486    0.7680129239    2.2283246715 
[1] 187
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
[1] 188
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
[1] 189
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)           bcell         bbymale  enrollment_age imrbthwghtg_all 
  -14.440134905    -0.909969373     2.008344205    -0.371050657    -0.001186339 
    gestage_all     evercigpreg           alpha         deliver 
    0.624393344    -1.850984832    -0.893617927     0.709027295 
[1] 190
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
[1] 191
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)           bcell         bbymale  enrollment_age imrbthwghtg_all 
  -6.3633388169    0.0002952226   -0.4436526363    0.0105045187    0.0002909135 
    gestage_all     evercigpreg           alpha         deliver 
   0.0314675027   -1.2104269029   -0.2697466901    0.4135277129 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)           bcell         bbymale  enrollment_age imrbthwghtg_all 
  -6.3633388169    0.0002952226   -0.4436526363    0.0105045187    0.0002909135 
    gestage_all     evercigpreg           alpha         deliver 
   0.0314675027   -1.2104269029   -0.2697466901    0.4135277129 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)           bcell         bbymale  enrollment_age imrbthwghtg_all 
   -4.882400727     0.231831259    -0.658196291    -0.022550732    -0.002627704 
    gestage_all     evercigpreg           alpha         deliver 
   -0.020586863   -14.216011620    -1.344985141     2.059528862 
[1] 193
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
[1] 194
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
[1] 195
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
[1] 196
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
[1] 197
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
[1] 198
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
[1] 199
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
[1] 200
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
[1] 201
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
[1] 202
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
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Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)           bcell         bbymale  enrollment_age imrbthwghtg_all 
   20.503099291    -0.733330662     0.144593063    -0.203388161     0.001348982 
    gestage_all     evercigpreg           alpha         deliver 
   -0.827868938   -17.014475237     1.997723529     1.898806745 
[1] 211
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[1] 220
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)           bcell         bbymale  enrollment_age imrbthwghtg_all 
  -27.003081991    -0.194045486     0.883344580    -0.283192966    -0.001076626 
    gestage_all     evercigpreg           alpha         deliver 
    0.687976610    -4.144485601     0.473109314     1.995817744 
[1] 221
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[1] 228
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)           bcell         bbymale  enrollment_age imrbthwghtg_all 
    5.623212953    -0.261452404     0.782123609    -0.086434383     0.002378095 
    gestage_all     evercigpreg           alpha         deliver 
   -0.656085483    -3.996399785     3.866366839     1.631386324 
[1] 229
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)           bcell         bbymale  enrollment_age imrbthwghtg_all 
  -37.863368748    -0.492882820     1.932649674    -0.091129679    -0.005291225 
    gestage_all     evercigpreg           alpha         deliver 
    0.924137157     1.569901248     4.316502835     2.463223432 
[1] 230
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[1] 234
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)           bcell         bbymale  enrollment_age imrbthwghtg_all 
  -5.913486e+01   -2.063328e-01    1.345556e+00   -1.941491e-01    5.688394e-04 
    gestage_all     evercigpreg           alpha         deliver 
   1.185066e+00   -1.454752e+01    4.085231e+00   -5.056902e-01 
[1] 235
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[1] 243
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[1] 244
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Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
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[1] 246
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
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Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
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[1] 248
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)           bcell         bbymale  enrollment_age imrbthwghtg_all 
  -2.106956e+01   -4.020892e-02    6.708600e-01    6.143975e-04   -4.524671e-04 
    gestage_all     evercigpreg           alpha         deliver 
   9.296883e-02    2.377073e+00    4.381760e+00    1.020948e+00 
[1] 249
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[1] 293
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[1] 294
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[1] 295
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[1] 296
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[1] 297
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[1] 298
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[1] 299
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)           bcell         bbymale  enrollment_age imrbthwghtg_all 
  -1.733632e+01    1.766166e-02    1.178677e+00   -2.104260e-01   -4.231245e-04 
    gestage_all     evercigpreg           alpha         deliver 
   2.713024e-01    1.099018e+00    2.517538e+00   -6.287194e-01 
[1] 300
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[1] 301
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[1] 311
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[1] 312
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[1] 325
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[1] 326
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[1] 327
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[1] 328
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[1] 329
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)           bcell         bbymale  enrollment_age imrbthwghtg_all 
  -19.218206584    -0.539691685     1.082067370    -0.164950725    -0.001362323 
    gestage_all     evercigpreg           alpha         deliver 
    0.180190155     1.208632617     5.738484054     1.919310236 
[1] 330
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[1] 334
colnames(rrbcell)=c("coef","pvalue","lower","upper")
fdr=p.adjust(rrbcell[,2],method = "BH")
rrbcell=data.frame(microbe,rrbcell,fdr)
rrbcell=rrbcell[order(rrbcell[,3]),]
rrbcellfdr=rrbcell[which(rrbcell[,6]<0.3),]
rrbcellfdr
         microbe      coef      pvalue      lower     upper       fdr
8   Enterobacter 0.1595854 0.002074279 0.05801078 0.2611599 0.0394113
1   Anaerostipes 0.1358712 0.014665627 0.02675257 0.2449898 0.1230639
18 Streptococcus 0.1153356 0.019431135 0.01861212 0.2120592 0.1230639

cd4t

options(warn = 2)
m=ncol(longidata)-2
n=nrow(longidata)
name=colnames(longidata)[-c(1,2)]
microbe=c()                            
rrbcell=data.frame()
for (k in 1:m) {
  y1=longidata[,k+2]
  y2=apply(longidata[,-c(1,2,k+2)],1,sum)
  fm=try({gee(cbind(y1,y2)~cd4t + bbymale + enrollment_age + imrbthwghtg_all +gestage_all+evercigpreg+alpha+deliver ,id=subject6w, data=longicd4t,family="binomial",corstr="exchangeable")},silent = T)
  if (inherits(fm,"try-error")){
    print(k)
    next()
  }else{
    fm=gee(cbind(y1,y2)~cd4t + bbymale + enrollment_age + imrbthwghtg_all +gestage_all+evercigpreg+alpha+deliver ,id=subject6w, data=longicd4t,family="binomial",corstr="exchangeable")   
   a=summary(fm)
   r1=a$coefficients[2,1]
   r2=2*(1-pnorm(abs(a$coefficients[2,5])))
   r3= c(r1-1.96*a$coefficients[2,4],r1+ 1.96*a$coefficients[2,4])
   rr=c(r1,r2,r3)
   microbe=c(microbe,name[k])
    rrbcell=rbind(rrbcell,rr)
     }

}
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
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rrbcell
data frame with 0 columns and 0 rows

For CD4, GEE method does not yield any significant results.

##cd8t

options(warn = 2)
m=ncol(longidata)-2
n=nrow(longidata)
name=colnames(longidata)[-c(1,2)]
microbe=c()                            
rrbcell=data.frame()
for (k in 1:m) {
  y1=longidata[,k+2]
  y2=apply(longidata[,-c(1,2,k+2)],1,sum)
  fm=try({gee(cbind(y1,y2)~cd8t + bbymale + enrollment_age + imrbthwghtg_all +gestage_all+evercigpreg+alpha+deliver ,id=subject6w, data=longicd8t,family="binomial",corstr="exchangeable")},silent = T)
  if (inherits(fm,"try-error")){
    print(k)
    next()
  }else{
    fm=gee(cbind(y1,y2)~cd8t + bbymale + enrollment_age + imrbthwghtg_all +gestage_all+evercigpreg+alpha+deliver ,id=subject6w, data=longicd8t,family="binomial",corstr="exchangeable")   
   a=summary(fm)
   r1=a$coefficients[2,1]
   r2=2*(1-pnorm(abs(a$coefficients[2,5])))
   r3= c(r1-1.96*a$coefficients[2,4],r1+ 1.96*a$coefficients[2,4])
   rr=c(r1,r2,r3)
   microbe=c(microbe,name[k])
    rrbcell=rbind(rrbcell,rr)
     }

}
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For CD8, GEE method does not yield any significant results.

mono

options(warn = 2)
m=ncol(longidata)-2
n=nrow(longidata)
name=colnames(longidata)[-c(1,2)]
microbe=c()                            
rrbcell=data.frame()
for (k in 1:m) {
  y1=longidata[,k+2]
  y2=apply(longidata[,-c(1,2,k+2)],1,sum)
  fm=try({gee(cbind(y1,y2)~mono + bbymale + enrollment_age + imrbthwghtg_all +gestage_all+evercigpreg+alpha+deliver ,id=subject6w, data=longimono,family="binomial",corstr="exchangeable")},silent = T)
  if (inherits(fm,"try-error")){
    next()
  }else{
    fm=gee(cbind(y1,y2)~mono + bbymale + enrollment_age + imrbthwghtg_all +gestage_all+evercigpreg+alpha+deliver ,id=subject6w, data=longimono,family="binomial",corstr="exchangeable")   
   a=summary(fm)
   r1=a$coefficients[2,1]
   r2=2*(1-pnorm(abs(a$coefficients[2,5])))
   r3= c(r1-1.96*a$coefficients[2,4],r1+ 1.96*a$coefficients[2,4])
   rr=c(r1,r2,r3)
   microbe=c(microbe,name[k])
    rrbcell=rbind(rrbcell,rr)
     }

}
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)            mono         bbymale  enrollment_age imrbthwghtg_all 
  -19.527816419     0.178162098     0.762208844    -0.217655865    -0.002233986 
    gestage_all     evercigpreg           alpha         deliver 
    0.602749931    -0.523188457     0.587666364    -0.948799767 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)            mono         bbymale  enrollment_age imrbthwghtg_all 
   0.4440195519   -0.5538163301   -1.2600370069   -0.0498436624   -0.0009652398 
    gestage_all     evercigpreg           alpha         deliver 
   0.0553455059   -2.8120672599   -0.3487823500    1.6556527104 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)            mono         bbymale  enrollment_age imrbthwghtg_all 
   -8.242744682    -0.008020830     1.187074077    -0.247651642    -0.001155103 
    gestage_all     evercigpreg           alpha         deliver 
    0.248403786    -1.024375106     2.664323771    -1.598612426 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)            mono         bbymale  enrollment_age imrbthwghtg_all 
    -6.45163874     -0.38464964      0.08249340      0.23662250      0.00171688 
    gestage_all     evercigpreg           alpha         deliver 
    -0.30766212     -4.33456998      2.88505203     -3.26526037 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)            mono         bbymale  enrollment_age imrbthwghtg_all 
  -3.683295e+00   -9.127107e-02   -8.542273e-01    8.394151e-02   -7.979022e-04 
    gestage_all     evercigpreg           alpha         deliver 
  -1.383808e-01   -1.643843e+01    3.481202e-01    4.028892e-01 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)            mono         bbymale  enrollment_age imrbthwghtg_all 
   4.484010e+00   -7.006795e-01   -2.955472e+00   -3.161636e-01   -6.752148e-04 
    gestage_all     evercigpreg           alpha         deliver 
   2.039025e-02   -1.778505e+01   -1.280165e+00    3.536147e+00 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)            mono         bbymale  enrollment_age imrbthwghtg_all 
  -2.6849191221   -0.1012306036    0.2420268206   -0.0001907948    0.0002552945 
    gestage_all     evercigpreg           alpha         deliver 
  -0.1926492592   -0.9336012507    2.9519413664   -0.1126735541 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)            mono         bbymale  enrollment_age imrbthwghtg_all 
  -2.6849191221   -0.1012306036    0.2420268206   -0.0001907948    0.0002552945 
    gestage_all     evercigpreg           alpha         deliver 
  -0.1926492592   -0.9336012507    2.9519413664   -0.1126735541 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)            mono         bbymale  enrollment_age imrbthwghtg_all 
   -3.352106452    -0.287419365     1.746240106     0.021919982    -0.001621809 
    gestage_all     evercigpreg           alpha         deliver 
   -0.076852394    -1.058454096     2.538097329    -1.295145018 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)            mono         bbymale  enrollment_age imrbthwghtg_all 
   -19.26416694     -0.32793411      1.02297889     -0.65177683     -0.00166252 
    gestage_all     evercigpreg           alpha         deliver 
     0.70048178    -17.20629250      2.65693480      2.77163359 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)            mono         bbymale  enrollment_age imrbthwghtg_all 
  -1.434020e+01    4.474044e-02   -2.438434e-01   -8.324011e-02   -3.419339e-04 
    gestage_all     evercigpreg           alpha         deliver 
   2.222227e-01   -1.594729e+01   -5.690322e-01    7.596389e-01 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)            mono         bbymale  enrollment_age imrbthwghtg_all 
  -19.988449862    -0.334061805    -1.605890936    -0.227509828    -0.001930893 
    gestage_all     evercigpreg           alpha         deliver 
    0.642366135   -16.785973578     0.767035737    -0.979714001 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)            mono         bbymale  enrollment_age imrbthwghtg_all 
    6.055727971     0.010533637    -0.368867727     0.005647100     0.000566667 
    gestage_all     evercigpreg           alpha         deliver 
   -0.172768446    -0.315937442    -0.864215028    -1.174631779 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)            mono         bbymale  enrollment_age imrbthwghtg_all 
    6.055727971     0.010533637    -0.368867727     0.005647100     0.000566667 
    gestage_all     evercigpreg           alpha         deliver 
   -0.172768446    -0.315937442    -0.864215028    -1.174631779 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)            mono         bbymale  enrollment_age imrbthwghtg_all 
  -1.0809779277   -0.1332051075    0.1246321561    0.0925526889   -0.0002045926 
    gestage_all     evercigpreg           alpha         deliver 
  -0.0062122075   -0.8376798901   -0.4601542082   -0.6729302303 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)            mono         bbymale  enrollment_age imrbthwghtg_all 
  -1.0809779277   -0.1332051075    0.1246321561    0.0925526889   -0.0002045926 
    gestage_all     evercigpreg           alpha         deliver 
  -0.0062122075   -0.8376798901   -0.4601542082   -0.6729302303 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)            mono         bbymale  enrollment_age imrbthwghtg_all 
  -3.2970186754   -0.1210531653    0.2908976497   -0.1248363576    0.0001352716 
    gestage_all     evercigpreg           alpha         deliver 
   0.0401602984   -0.7363499889    1.6335516602    0.7713007773 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)            mono         bbymale  enrollment_age imrbthwghtg_all 
  -3.2970186754   -0.1210531653    0.2908976497   -0.1248363576    0.0001352716 
    gestage_all     evercigpreg           alpha         deliver 
   0.0401602984   -0.7363499889    1.6335516602    0.7713007773 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)            mono         bbymale  enrollment_age imrbthwghtg_all 
   -6.378022956    -0.074263310    -0.857085148    -0.218068753    -0.001923628 
    gestage_all     evercigpreg           alpha         deliver 
    0.317952034    -1.925294540    -0.376410303    -0.384804610 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)            mono         bbymale  enrollment_age imrbthwghtg_all 
   -7.071875184    -0.150971475    -0.654403503    -0.024485069     0.001155482 
    gestage_all     evercigpreg           alpha         deliver 
   -0.110868228    -2.849720113     2.496421766    -2.011440303 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)            mono         bbymale  enrollment_age imrbthwghtg_all 
  -1.980900e+01   -4.043985e-04    1.853214e-01   -1.104813e-01   -7.316226e-04 
    gestage_all     evercigpreg           alpha         deliver 
   3.045530e-01   -1.569377e+01    6.222558e-01    8.277470e-01 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)            mono         bbymale  enrollment_age imrbthwghtg_all 
  -14.019551768     0.066135050    -1.253083332    -0.159498145    -0.001837149 
    gestage_all     evercigpreg           alpha         deliver 
    0.455515925    -0.315787173    -0.161839705     1.775010142 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)            mono         bbymale  enrollment_age imrbthwghtg_all 
  -14.019551768     0.066135050    -1.253083332    -0.159498145    -0.001837149 
    gestage_all     evercigpreg           alpha         deliver 
    0.455515925    -0.315787173    -0.161839705     1.775010142 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)            mono         bbymale  enrollment_age imrbthwghtg_all 
  -3.3351609877    0.1325501695    0.1606745293    0.0716472009   -0.0006908004 
    gestage_all     evercigpreg           alpha         deliver 
  -0.1417770622    1.8760183250    1.1189894100   -0.5001989643 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)            mono         bbymale  enrollment_age imrbthwghtg_all 
  -2.181951e+01    2.828858e-01   -1.936568e+00   -1.567160e-01   -8.155996e-04 
    gestage_all     evercigpreg           alpha         deliver 
   3.644362e-01    1.276114e+00    6.125583e-01    4.066307e+00 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)            mono         bbymale  enrollment_age imrbthwghtg_all 
  -19.546935973     0.192778737     0.516642202     0.038332464    -0.001674138 
    gestage_all     evercigpreg           alpha         deliver 
    0.485996824     1.261814761    -0.105548580    -0.388458248 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)            mono         bbymale  enrollment_age imrbthwghtg_all 
  -19.546935973     0.192778737     0.516642202     0.038332464    -0.001674138 
    gestage_all     evercigpreg           alpha         deliver 
    0.485996824     1.261814761    -0.105548580    -0.388458248 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)            mono         bbymale  enrollment_age imrbthwghtg_all 
  -4.2160153329    0.0599568019   -0.6540260244   -0.0487936139   -0.0009148923 
    gestage_all     evercigpreg           alpha         deliver 
   0.0331532829    0.3753915461    1.3671294243    0.8333512972 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)            mono         bbymale  enrollment_age imrbthwghtg_all 
  -4.2160153329    0.0599568019   -0.6540260244   -0.0487936139   -0.0009148923 
    gestage_all     evercigpreg           alpha         deliver 
   0.0331532829    0.3753915461    1.3671294243    0.8333512972 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)            mono         bbymale  enrollment_age imrbthwghtg_all 
  -24.389814669     0.082498578    -0.366141380    -0.208040719    -0.001342866 
    gestage_all     evercigpreg           alpha         deliver 
    0.772411813    -2.390524579    -0.708646225     2.003232168 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)            mono         bbymale  enrollment_age imrbthwghtg_all 
  -24.389814669     0.082498578    -0.366141380    -0.208040719    -0.001342866 
    gestage_all     evercigpreg           alpha         deliver 
    0.772411813    -2.390524579    -0.708646225     2.003232168 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)            mono         bbymale  enrollment_age imrbthwghtg_all 
  -1.557532e+01   -1.964165e-01    4.330566e-01   -1.301361e-01    2.905699e-04 
    gestage_all     evercigpreg           alpha         deliver 
   1.794508e-01    1.848152e+00    3.150568e+00    3.289775e-01 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)            mono         bbymale  enrollment_age imrbthwghtg_all 
   21.364401790    -0.275340704    -2.733102691    -0.444439301     0.003549868 
    gestage_all     evercigpreg           alpha         deliver 
   -0.776426487    -3.267748411     1.667200244     2.682377180 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)            mono         bbymale  enrollment_age imrbthwghtg_all 
  -13.427202592    -0.093047728    -0.983595718     0.059732245    -0.001430047 
    gestage_all     evercigpreg           alpha         deliver 
    0.282921534    -3.249515388    -0.472596916    -0.999430414 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)            mono         bbymale  enrollment_age imrbthwghtg_all 
  -4.590287e+01   -2.024698e-01   -2.137172e+00   -1.401141e-01   -2.229304e-04 
    gestage_all     evercigpreg           alpha         deliver 
   9.096921e-01    3.938341e-01    4.830674e+00    3.306309e-01 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)            mono         bbymale  enrollment_age imrbthwghtg_all 
  -13.722814851    -0.187781790    -0.943701721     0.099240181     0.000467235 
    gestage_all     evercigpreg           alpha         deliver 
    0.009384940   -15.761582590    -0.682333841     0.165542032 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)            mono         bbymale  enrollment_age imrbthwghtg_all 
  -4.882368e+00   -2.575240e-02   -2.440820e-01   -1.231664e-01    3.038917e-06 
    gestage_all     evercigpreg           alpha         deliver 
  -2.070946e-02   -1.187671e+00    1.489516e+00    2.774909e-01 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)            mono         bbymale  enrollment_age imrbthwghtg_all 
  -20.554128213     0.226100426     2.047780137    -0.171515888    -0.002380111 
    gestage_all     evercigpreg           alpha         deliver 
    0.567379328     2.781066902     2.548005776    -4.154943990 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)            mono         bbymale  enrollment_age imrbthwghtg_all 
  -1.154014e+01   -2.173454e-01   -7.119156e-01   -1.434626e-01   -7.700402e-04 
    gestage_all     evercigpreg           alpha         deliver 
   3.962533e-01   -1.593124e+00    3.045609e-02    5.591621e-01 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)            mono         bbymale  enrollment_age imrbthwghtg_all 
  -7.5858309875   -0.1467903414    0.3534039585   -0.1041430685   -0.0007767051 
    gestage_all     evercigpreg           alpha         deliver 
   0.2966517989    0.8527524376   -0.5043184826    0.6376222848 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)            mono         bbymale  enrollment_age imrbthwghtg_all 
  -7.5858309875   -0.1467903414    0.3534039585   -0.1041430685   -0.0007767051 
    gestage_all     evercigpreg           alpha         deliver 
   0.2966517989    0.8527524376   -0.5043184826    0.6376222848 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)            mono         bbymale  enrollment_age imrbthwghtg_all 
   5.0483611591    0.0862644491    0.9372864784   -0.0269825086    0.0005471789 
    gestage_all     evercigpreg           alpha         deliver 
  -0.2059644619   -0.8564576302   -1.9066450310    0.5438768308 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)            mono         bbymale  enrollment_age imrbthwghtg_all 
   5.0483611591    0.0862644491    0.9372864784   -0.0269825086    0.0005471789 
    gestage_all     evercigpreg           alpha         deliver 
  -0.2059644619   -0.8564576302   -1.9066450310    0.5438768308 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)            mono         bbymale  enrollment_age imrbthwghtg_all 
   2.7592017730   -0.0986651388    0.4631613265   -0.0645410809    0.0006817107 
    gestage_all     evercigpreg           alpha         deliver 
  -0.2615877510   -3.8399601820    1.3946213173   -1.8751534673 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)            mono         bbymale  enrollment_age imrbthwghtg_all 
    5.954318377     0.336134918    -0.508700874    -0.035267656     0.003795047 
    gestage_all     evercigpreg           alpha         deliver 
   -1.042720222     5.045307743     2.612724051     1.269690914 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)            mono         bbymale  enrollment_age imrbthwghtg_all 
  -9.6490573558    0.0488405810   -0.3137608567    0.0204788723   -0.0002799554 
    gestage_all     evercigpreg           alpha         deliver 
   0.1596843378   -2.5090318011   -1.0098776354    0.9521271796 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)            mono         bbymale  enrollment_age imrbthwghtg_all 
  -9.6490573558    0.0488405810   -0.3137608567    0.0204788723   -0.0002799554 
    gestage_all     evercigpreg           alpha         deliver 
   0.1596843378   -2.5090318011   -1.0098776354    0.9521271796 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)            mono         bbymale  enrollment_age imrbthwghtg_all 
   33.815552326    -0.284668631    -0.792802636     0.034884610     0.001022187 
    gestage_all     evercigpreg           alpha         deliver 
   -1.204658065    -1.726669441     1.924164440     1.892717205 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)            mono         bbymale  enrollment_age imrbthwghtg_all 
   -2.628709929    -0.150024431     0.055090897     0.045345066     0.001260553 
    gestage_all     evercigpreg           alpha         deliver 
   -0.176623720    -1.289253363     1.304079945    -0.251722926 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)            mono         bbymale  enrollment_age imrbthwghtg_all 
   -2.628709929    -0.150024431     0.055090897     0.045345066     0.001260553 
    gestage_all     evercigpreg           alpha         deliver 
   -0.176623720    -1.289253363     1.304079945    -0.251722926 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)            mono         bbymale  enrollment_age imrbthwghtg_all 
   -4.465256584    -0.073402921     1.209918285     0.066699279     0.001470594 
    gestage_all     evercigpreg           alpha         deliver 
   -0.376890464    -0.716303362     2.754938381    -0.134383549 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)            mono         bbymale  enrollment_age imrbthwghtg_all 
  -1.7611109147   -0.1547791222    2.2885596340    0.0264248627   -0.0003684343 
    gestage_all     evercigpreg           alpha         deliver 
  -0.1661341932    1.9486658001    2.5543402121   -0.5662359395 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)            mono         bbymale  enrollment_age imrbthwghtg_all 
  -1.150218e+01    2.004430e-02   -2.408111e-01    1.376764e-01   -4.306253e-04 
    gestage_all     evercigpreg           alpha         deliver 
  -9.113070e-02   -3.345546e-01    6.619623e-01    8.794196e-01 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)            mono         bbymale  enrollment_age imrbthwghtg_all 
  14.2259683214   -0.1649284316    1.1847229674   -0.0565934962   -0.0005506657 
    gestage_all     evercigpreg           alpha         deliver 
  -0.4325821569    0.4885360897    0.4486178838    0.3087250183 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)            mono         bbymale  enrollment_age imrbthwghtg_all 
  14.2259683214   -0.1649284316    1.1847229674   -0.0565934962   -0.0005506657 
    gestage_all     evercigpreg           alpha         deliver 
  -0.4325821569    0.4885360897    0.4486178838    0.3087250183 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)            mono         bbymale  enrollment_age imrbthwghtg_all 
  -3.305779e+01   -5.705407e-02    1.358382e+00    6.679819e-02   -2.649793e-04 
    gestage_all     evercigpreg           alpha         deliver 
   4.702552e-01   -3.360781e+00    3.499519e+00    6.950965e-01 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)            mono         bbymale  enrollment_age imrbthwghtg_all 
  -39.944127343    -0.762935216    -2.888560524    -0.291095820     0.001100081 
    gestage_all     evercigpreg           alpha         deliver 
    0.902624999   -17.262408452     3.542802296     1.734561705 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)            mono         bbymale  enrollment_age imrbthwghtg_all 
  -10.338590845    -0.452142531    -1.109750967    -0.023482287     0.001205548 
    gestage_all     evercigpreg           alpha         deliver 
    0.070577394    -3.259377963    -0.271154766     0.108593212 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)            mono         bbymale  enrollment_age imrbthwghtg_all 
  -2.569786e+01    1.418370e-01    3.671665e-01   -6.157942e-02   -3.631883e-04 
    gestage_all     evercigpreg           alpha         deliver 
   4.393098e-01   -1.527997e+01    3.209629e+00   -1.897258e+00 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)            mono         bbymale  enrollment_age imrbthwghtg_all 
   2.669560e+00   -2.269161e-01   -8.167756e-01   -1.344371e-01    6.400595e-04 
    gestage_all     evercigpreg           alpha         deliver 
  -3.419287e-01   -1.778856e+01    2.213992e+00    2.031260e+00 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)            mono         bbymale  enrollment_age imrbthwghtg_all 
    5.229315690     0.148182663    -1.326498972    -0.052997836     0.001656547 
    gestage_all     evercigpreg           alpha         deliver 
   -0.412488323    -0.903290884    -0.898914519     0.660990220 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)            mono         bbymale  enrollment_age imrbthwghtg_all 
    5.229315690     0.148182663    -1.326498972    -0.052997836     0.001656547 
    gestage_all     evercigpreg           alpha         deliver 
   -0.412488323    -0.903290884    -0.898914519     0.660990220 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)            mono         bbymale  enrollment_age imrbthwghtg_all 
    3.255301601    -0.335147642     1.997562937     0.112007306    -0.001285282 
    gestage_all     evercigpreg           alpha         deliver 
   -0.144137611    -2.413520964     1.038827336    -4.304552272 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)            mono         bbymale  enrollment_age imrbthwghtg_all 
  -1.793772e+01   -1.188697e-02    5.716520e-01   -2.734322e-02   -6.171973e-04 
    gestage_all     evercigpreg           alpha         deliver 
   1.805588e-01    1.880918e+00    2.956544e+00    8.879233e-01 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)            mono         bbymale  enrollment_age imrbthwghtg_all 
  66.3514898571   -0.0328461525   -4.9698951896    0.0195787698    0.0005428296 
    gestage_all     evercigpreg           alpha         deliver 
  -2.1275399466    0.2585334737    0.9876297764    1.8690920031 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)            mono         bbymale  enrollment_age imrbthwghtg_all 
   -31.58523545      0.16043918     -1.17974718      0.21479816     -0.00295345 
    gestage_all     evercigpreg           alpha         deliver 
     0.81410410      1.06831005     -1.06847350     -1.92824338 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)            mono         bbymale  enrollment_age imrbthwghtg_all 
   11.138414805    -0.102109767     0.708041744    -0.207420261     0.002234929 
    gestage_all     evercigpreg           alpha         deliver 
   -0.652625230   -14.337665934     0.417631342    -0.025309165 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)            mono         bbymale  enrollment_age imrbthwghtg_all 
  -5.8791227362    0.0450512367   -0.4934755159   -0.0500810814    0.0004884909 
    gestage_all     evercigpreg           alpha         deliver 
   0.0565577572   -0.3181633965   -0.4597722913    0.1245615644 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)            mono         bbymale  enrollment_age imrbthwghtg_all 
  -5.8791227362    0.0450512367   -0.4934755159   -0.0500810814    0.0004884909 
    gestage_all     evercigpreg           alpha         deliver 
   0.0565577572   -0.3181633965   -0.4597722913    0.1245615644 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)            mono         bbymale  enrollment_age imrbthwghtg_all 
   11.687027418    -0.031516635    -0.728983371     0.043544580    -0.000354192 
    gestage_all     evercigpreg           alpha         deliver 
   -0.551600528    -0.511736434     0.930082613     0.374918917 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)            mono         bbymale  enrollment_age imrbthwghtg_all 
   46.574352109    -0.160734123     4.078523367    -0.697559832     0.005610194 
    gestage_all     evercigpreg           alpha         deliver 
   -1.526398938     0.281759628     2.701228024    -1.974441559 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)            mono         bbymale  enrollment_age imrbthwghtg_all 
  -1.819151e+00    2.095812e-01   -1.538551e+00    5.051316e-03    4.564501e-04 
    gestage_all     evercigpreg           alpha         deliver 
  -2.753452e-01   -1.594546e+01    1.139390e+00    4.221806e-01 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)            mono         bbymale  enrollment_age imrbthwghtg_all 
   -9.285075033    -0.088921660    -0.248703988     0.042827821    -0.001512636 
    gestage_all     evercigpreg           alpha         deliver 
    0.181138621   -15.349581769    -0.050191888    -2.449912802 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)            mono         bbymale  enrollment_age imrbthwghtg_all 
   29.215938591    -0.386654364     1.641920873    -0.456734480     0.001937343 
    gestage_all     evercigpreg           alpha         deliver 
   -1.067880567    -1.070567739     0.795721068     5.380083144 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)            mono         bbymale  enrollment_age imrbthwghtg_all 
  -13.130626674    -0.515937408    -0.286956684    -0.279082228    -0.001828989 
    gestage_all     evercigpreg           alpha         deliver 
    0.337732363    -2.499335827     4.052252164     1.699378913 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)            mono         bbymale  enrollment_age imrbthwghtg_all 
     9.10396646     -0.10941370     -0.48572779      0.08753452      0.00206689 
    gestage_all     evercigpreg           alpha         deliver 
    -0.46724087     -6.75397078      0.44831531     -4.74075787 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)            mono         bbymale  enrollment_age imrbthwghtg_all 
  -3.535039e+01   -1.104463e-02    8.483016e-01    1.946596e-01    9.201923e-04 
    gestage_all     evercigpreg           alpha         deliver 
   3.755416e-01   -1.471559e+01    2.517654e+00   -2.684884e+00 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)            mono         bbymale  enrollment_age imrbthwghtg_all 
  -29.097605884     0.053339234     1.263327955    -0.063331601    -0.001846477 
    gestage_all     evercigpreg           alpha         deliver 
    0.536612203     0.640712377     2.271994921    -0.891699008 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)            mono         bbymale  enrollment_age imrbthwghtg_all 
   25.798304835    -0.355562726     0.272124523    -0.217815057     0.001775788 
    gestage_all     evercigpreg           alpha         deliver 
   -0.853814593    -6.128973181     3.260587029    -0.658440491 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)            mono         bbymale  enrollment_age imrbthwghtg_all 
   -4.392642171     0.249583075     0.304712136    -0.103032798    -0.002077918 
    gestage_all     evercigpreg           alpha         deliver 
    0.199428224   -13.843140314    -2.418172833    -1.736643799 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)            mono         bbymale  enrollment_age imrbthwghtg_all 
   14.227403431    -0.716997357     4.043774773     0.191854965     0.003173627 
    gestage_all     evercigpreg           alpha         deliver 
   -0.858831491    -0.495125389     0.563810182    -2.607821995 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)            mono         bbymale  enrollment_age imrbthwghtg_all 
   48.527484914     0.922328586    -4.041943990    -0.379049902    -0.001284491 
    gestage_all     evercigpreg           alpha         deliver 
   -1.169831002     2.144166282    -4.493692300     2.319629219 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)            mono         bbymale  enrollment_age imrbthwghtg_all 
   -8.762633598     0.104237524     4.112486517    -0.267717543    -0.001017701 
    gestage_all     evercigpreg           alpha         deliver 
    0.246197366   -17.340995144    -0.775142799     0.420653861 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)            mono         bbymale  enrollment_age imrbthwghtg_all 
   31.170836083     0.321081624    -1.835661031    -0.239630010     0.001794491 
    gestage_all     evercigpreg           alpha         deliver 
   -1.162672328     0.544959073     1.156761197     3.331461960 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)            mono         bbymale  enrollment_age imrbthwghtg_all 
  -9.4088655996   -0.0334542963    0.4185698877    0.0434221303    0.0005223001 
    gestage_all     evercigpreg           alpha         deliver 
  -0.2273122229    1.7739716021    4.3201035445    0.6333975141 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)            mono         bbymale  enrollment_age imrbthwghtg_all 
   -0.978051386    -0.242512481    -0.413851485    -0.058470880     0.000997758 
    gestage_all     evercigpreg           alpha         deliver 
   -0.180327151   -17.149378291    -0.484873047     0.696242157 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)            mono         bbymale  enrollment_age imrbthwghtg_all 
  -15.127218957     0.033095702     1.779527656     0.139045909     0.001789864 
    gestage_all     evercigpreg           alpha         deliver 
   -0.215686449   -14.153476950     3.299647281    -1.935487978 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)            mono         bbymale  enrollment_age imrbthwghtg_all 
  -4.133392e+01    1.517807e-01    1.767273e+00    7.110724e-02   -8.444629e-04 
    gestage_all     evercigpreg           alpha         deliver 
   7.706033e-01    4.270049e+00    1.632640e+00    2.814140e-01 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)            mono         bbymale  enrollment_age imrbthwghtg_all 
  -4.133392e+01    1.517807e-01    1.767273e+00    7.110724e-02   -8.444629e-04 
    gestage_all     evercigpreg           alpha         deliver 
   7.706033e-01    4.270049e+00    1.632640e+00    2.814140e-01 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)            mono         bbymale  enrollment_age imrbthwghtg_all 
  -1.686087e+01    1.515265e-01    9.193014e-01    3.589548e-02   -6.657711e-05 
    gestage_all     evercigpreg           alpha         deliver 
   2.291964e-01   -1.760466e+00   -4.808724e-01    8.163809e-02 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)            mono         bbymale  enrollment_age imrbthwghtg_all 
  -1.686087e+01    1.515265e-01    9.193014e-01    3.589548e-02   -6.657711e-05 
    gestage_all     evercigpreg           alpha         deliver 
   2.291964e-01   -1.760466e+00   -4.808724e-01    8.163809e-02 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)            mono         bbymale  enrollment_age imrbthwghtg_all 
  -1.1857197875    0.0283778441   -0.1758096176   -0.0848755021   -0.0002532142 
    gestage_all     evercigpreg           alpha         deliver 
   0.0238051902   -0.9102302977   -0.0831460861    0.5975253551 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)            mono         bbymale  enrollment_age imrbthwghtg_all 
  -1.1857197875    0.0283778441   -0.1758096176   -0.0848755021   -0.0002532142 
    gestage_all     evercigpreg           alpha         deliver 
   0.0238051902   -0.9102302977   -0.0831460861    0.5975253551 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)            mono         bbymale  enrollment_age imrbthwghtg_all 
  -23.726011801    -0.109481735     1.953181653    -0.017063165    -0.001903492 
    gestage_all     evercigpreg           alpha         deliver 
    0.477410752   -15.984461429     2.905458287    -1.451038071 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)            mono         bbymale  enrollment_age imrbthwghtg_all 
   6.9805061606    0.2098209114   -1.7164261188   -0.1386073574    0.0002114262 
    gestage_all     evercigpreg           alpha         deliver 
  -0.3040519988   -0.6831385116    0.2684131278   -0.4050967829 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)            mono         bbymale  enrollment_age imrbthwghtg_all 
   17.664802243    -0.356772041     1.363208717    -0.099845978     0.000164468 
    gestage_all     evercigpreg           alpha         deliver 
   -0.595035763    -3.376606160     1.046009395     1.626528497 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)            mono         bbymale  enrollment_age imrbthwghtg_all 
  -2.284879e+01   -4.865106e-02    1.803568e+00   -6.302760e-02   -5.231822e-04 
    gestage_all     evercigpreg           alpha         deliver 
   4.741358e-01    1.496507e+00   -9.259603e-01   -6.728002e-01 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)            mono         bbymale  enrollment_age imrbthwghtg_all 
  -6.3476914208   -0.0003238254   -0.4438682469    0.0104886828    0.0002911887 
    gestage_all     evercigpreg           alpha         deliver 
   0.0312022541   -1.2121423248   -0.2696631171    0.4131367307 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)            mono         bbymale  enrollment_age imrbthwghtg_all 
  -6.3476914208   -0.0003238254   -0.4438682469    0.0104886828    0.0002911887 
    gestage_all     evercigpreg           alpha         deliver 
   0.0312022541   -1.2121423248   -0.2696631171    0.4131367307 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)            mono         bbymale  enrollment_age imrbthwghtg_all 
    1.426996023     0.263190559    -1.536572841    -0.063106425    -0.002619824 
    gestage_all     evercigpreg           alpha         deliver 
   -0.173047356   -14.359007748    -1.726650985     2.737240834 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)            mono         bbymale  enrollment_age imrbthwghtg_all 
  -1.258496e+01    2.608228e-01   -1.797726e-01   -9.692037e-02    9.491881e-04 
    gestage_all     evercigpreg           alpha         deliver 
  -1.762766e-01   -1.493700e+01    1.584312e+00    1.842703e+00 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)            mono         bbymale  enrollment_age imrbthwghtg_all 
  -2.408317e+01   -2.598959e-01    1.258879e+00   -2.476929e-01   -9.824174e-04 
    gestage_all     evercigpreg           alpha         deliver 
   5.991853e-01   -3.666167e+00    6.125156e-01    1.874406e+00 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)            mono         bbymale  enrollment_age imrbthwghtg_all 
   -4.323971282    -0.449127466     1.516256582    -0.080587725     0.001562928 
    gestage_all     evercigpreg           alpha         deliver 
   -0.296957513    -4.478732693     4.279060450     1.517163699 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)            mono         bbymale  enrollment_age imrbthwghtg_all 
  -39.538912509    -0.475845080     3.087468528    -0.091054263    -0.005533241 
    gestage_all     evercigpreg           alpha         deliver 
    0.970868133     1.981955275     5.099095877     2.248139532 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)            mono         bbymale  enrollment_age imrbthwghtg_all 
  -2.091949e+01   -1.738239e-02    6.861679e-01   -1.694542e-03   -4.883271e-04 
    gestage_all     evercigpreg           alpha         deliver 
   9.270724e-02    2.446049e+00    4.362526e+00    1.024380e+00 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)            mono         bbymale  enrollment_age imrbthwghtg_all 
  -1.312467e+01   -2.063067e-01    1.421373e+00   -2.165534e-01   -5.267978e-04 
    gestage_all     evercigpreg           alpha         deliver 
   2.171195e-01    3.123450e-01    2.723871e+00   -6.107962e-01 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)            mono         bbymale  enrollment_age imrbthwghtg_all 
  -28.533463211    -0.185059544     1.208330651    -0.123067765    -0.001853257 
    gestage_all     evercigpreg           alpha         deliver 
    0.451382919     1.984487183     5.072718322     1.381204358 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
colnames(rrbcell)=c("coef","pvalue","lower","upper")
fdr=p.adjust(rrbcell[,2],method = "BH")
rrbcell=data.frame(microbe,rrbcell,fdr)
rrbcell=rrbcell[order(rrbcell[,3]),]
rrbcellfdr=rrbcell[which(rrbcell[,6]<0.4),]
rrbcellfdr
          microbe     coef     pvalue      lower       upper       fdr
3 Bifidobacterium -0.13236 0.01525392 -0.2392826 -0.02543741 0.2898245

nk

options(warn = 2)
m=ncol(longidata)-2
n=nrow(longidata)
name=colnames(longidata)[-c(1,2)]
microbe=c()                            
rrbcell=data.frame()
for (k in 1:m) {
  y1=longidata[,k+2]
  y2=apply(longidata[,-c(1,2,k+2)],1,sum)
  fm=try({gee(cbind(y1,y2)~nk + bbymale + enrollment_age + imrbthwghtg_all +gestage_all+evercigpreg+alpha+deliver ,id=subject6w, data=longink,family="binomial",corstr="exchangeable")},silent = T)
  if (inherits(fm,"try-error")){
    next()
  }else{
    fm=gee(cbind(y1,y2)~nk + bbymale + enrollment_age + imrbthwghtg_all +gestage_all+evercigpreg+alpha+deliver ,id=subject6w, data=longink,family="binomial",corstr="exchangeable")   
   a=summary(fm)
   r1=a$coefficients[2,1]
   r2=2*(1-pnorm(abs(a$coefficients[2,5])))
   r3= c(r1-1.96*a$coefficients[2,4],r1+ 1.96*a$coefficients[2,4])
   rr=c(r1,r2,r3)
   microbe=c(microbe,name[k])
    rrbcell=rbind(rrbcell,rr)
     }

}
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)              nk         bbymale  enrollment_age imrbthwghtg_all 
  -11.931102710    -0.154879630     1.156449297    -0.217124587    -0.002525621 
    gestage_all     evercigpreg           alpha         deliver 
    0.496433323    -1.064484812     0.651419819    -1.055321080 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)              nk         bbymale  enrollment_age imrbthwghtg_all 
  -1.153495e+01    9.117276e-02   -1.638522e+00   -3.165472e-02   -9.709266e-04 
    gestage_all     evercigpreg           alpha         deliver 
   1.945254e-01   -1.618392e+00   -2.208029e-01    1.998488e+00 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)              nk         bbymale  enrollment_age imrbthwghtg_all 
  -1.153495e+01    9.117276e-02   -1.638522e+00   -3.165472e-02   -9.709266e-04 
    gestage_all     evercigpreg           alpha         deliver 
   1.945254e-01   -1.618392e+00   -2.208029e-01    1.998488e+00 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)              nk         bbymale  enrollment_age imrbthwghtg_all 
   -7.962670334     0.042610731     1.169363126    -0.248407469    -0.001012824 
    gestage_all     evercigpreg           alpha         deliver 
    0.220426096    -0.885212168     2.670132706    -1.608689576 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)              nk         bbymale  enrollment_age imrbthwghtg_all 
  -28.042550417     0.022264874    -0.101881657     0.287175478     0.001848312 
    gestage_all     evercigpreg           alpha         deliver 
    0.110855526    -2.055123335     2.544195440    -3.315833862 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)              nk         bbymale  enrollment_age imrbthwghtg_all 
  -9.696962e+00    7.144001e-02   -8.379788e-01    8.684539e-02   -7.819164e-04 
    gestage_all     evercigpreg           alpha         deliver 
  -2.509827e-02   -1.566272e+01    2.656773e-01    5.672749e-01 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)              nk         bbymale  enrollment_age imrbthwghtg_all 
  -9.609620e+00   -6.242175e-02   -4.236585e+00   -3.190656e-01   -3.665075e-04 
    gestage_all     evercigpreg           alpha         deliver 
   1.610170e-01   -1.700329e+01   -6.860208e-01    4.679595e+00 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)              nk         bbymale  enrollment_age imrbthwghtg_all 
  -6.4034774587    0.0049267788    0.1528422252   -0.0022146779    0.0002843982 
    gestage_all     evercigpreg           alpha         deliver 
  -0.1200023252   -0.4186497928    2.8148294062    0.0136829756 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)              nk         bbymale  enrollment_age imrbthwghtg_all 
  -6.4034774587    0.0049267788    0.1528422252   -0.0022146779    0.0002843982 
    gestage_all     evercigpreg           alpha         deliver 
  -0.1200023252   -0.4186497928    2.8148294062    0.0136829756 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)              nk         bbymale  enrollment_age imrbthwghtg_all 
  -11.710397684     0.007516894     1.326616787     0.002248038    -0.001331431 
    gestage_all     evercigpreg           alpha         deliver 
    0.083483014     0.163677705     1.935504272    -0.858126276 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)              nk         bbymale  enrollment_age imrbthwghtg_all 
  -13.804069980     0.214601076     0.083328225    -0.645153290    -0.001136877 
    gestage_all     evercigpreg           alpha         deliver 
    0.412460706   -15.976900575     2.658076778     2.510737704 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)              nk         bbymale  enrollment_age imrbthwghtg_all 
  -1.253808e+01   -7.114318e-02   -2.945914e-01   -8.860366e-02   -4.468941e-04 
    gestage_all     evercigpreg           alpha         deliver 
   2.133888e-01   -1.649555e+01   -5.378842e-01    7.084066e-01 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)              nk         bbymale  enrollment_age imrbthwghtg_all 
  -31.632254580     0.094649002    -1.807122101    -0.288898473    -0.002270236 
    gestage_all     evercigpreg           alpha         deliver 
    0.897929252   -15.568765870     0.927614756    -0.439220790 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)              nk         bbymale  enrollment_age imrbthwghtg_all 
   6.5812786057   -0.0112346301   -0.3821428102    0.0052740541    0.0005600386 
    gestage_all     evercigpreg           alpha         deliver 
  -0.1804441221   -0.3711888722   -0.8579089169   -1.1878375367 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)              nk         bbymale  enrollment_age imrbthwghtg_all 
   6.5812786057   -0.0112346301   -0.3821428102    0.0052740541    0.0005600386 
    gestage_all     evercigpreg           alpha         deliver 
  -0.1804441221   -0.3711888722   -0.8579089169   -1.1878375367 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)              nk         bbymale  enrollment_age imrbthwghtg_all 
  -2.5037778802   -0.1437551805   -0.0870119935    0.0841289723   -0.0003951546 
    gestage_all     evercigpreg           alpha         deliver 
   0.0486962740   -0.6924770458   -0.5226256794   -0.6542887685 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)              nk         bbymale  enrollment_age imrbthwghtg_all 
  -2.5037778802   -0.1437551805   -0.0870119935    0.0841289723   -0.0003951546 
    gestage_all     evercigpreg           alpha         deliver 
   0.0486962740   -0.6924770458   -0.5226256794   -0.6542887685 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)              nk         bbymale  enrollment_age imrbthwghtg_all 
  -6.0607259071    0.0213772857    0.1491850381   -0.1214128471    0.0001879318 
    gestage_all     evercigpreg           alpha         deliver 
   0.0718861342   -0.3934654980    1.5841822708    0.8576607587 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)              nk         bbymale  enrollment_age imrbthwghtg_all 
  -6.0607259071    0.0213772857    0.1491850381   -0.1214128471    0.0001879318 
    gestage_all     evercigpreg           alpha         deliver 
   0.0718861342   -0.3934654980    1.5841822708    0.8576607587 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)              nk         bbymale  enrollment_age imrbthwghtg_all 
   -8.125095372    -0.189847863    -0.743595530    -0.220631079    -0.002213029 
    gestage_all     evercigpreg           alpha         deliver 
    0.399380820    -1.609021786    -0.531166312    -0.205419574 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)              nk         bbymale  enrollment_age imrbthwghtg_all 
   -12.35748666      0.04557323     -0.59300624     -0.01207233      0.00109054 
    gestage_all     evercigpreg           alpha         deliver 
    -0.01709803     -1.89355997      2.24757146     -1.88114408 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)              nk         bbymale  enrollment_age imrbthwghtg_all 
   9.709696e+00   -1.236986e-01   -3.155032e-01   -7.081750e-02   -9.101219e-04 
    gestage_all     evercigpreg           alpha         deliver 
  -3.352386e-01   -1.600048e+01    7.577464e-01   -2.055377e+00 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)              nk         bbymale  enrollment_age imrbthwghtg_all 
  -2.016413e+01    3.223488e-02    2.207559e-01   -1.073599e-01   -6.609112e-04 
    gestage_all     evercigpreg           alpha         deliver 
   2.986158e-01   -1.556981e+01    6.277130e-01    8.241426e-01 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)              nk         bbymale  enrollment_age imrbthwghtg_all 
   -1.291313231     0.081193939     0.469600412     0.087708847    -0.000650103 
    gestage_all     evercigpreg           alpha         deliver 
   -0.193495313     1.647183122     1.239303333    -0.776586532 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)              nk         bbymale  enrollment_age imrbthwghtg_all 
  -2.061001e+01    2.004535e-01   -8.987975e-01   -1.105109e-01    1.435196e-05 
    gestage_all     evercigpreg           alpha         deliver 
   2.689041e-01    9.951849e-01    5.147760e-01    3.464727e+00 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)              nk         bbymale  enrollment_age imrbthwghtg_all 
  -12.928936401     0.014425360     0.711540827     0.046657706    -0.001626211 
    gestage_all     evercigpreg           alpha         deliver 
    0.351796828     0.873785341    -0.026143591    -0.552957434 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)              nk         bbymale  enrollment_age imrbthwghtg_all 
  -12.928936401     0.014425360     0.711540827     0.046657706    -0.001626211 
    gestage_all     evercigpreg           alpha         deliver 
    0.351796828     0.873785341    -0.026143591    -0.552957434 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)              nk         bbymale  enrollment_age imrbthwghtg_all 
  -2.1563586135   -0.0213138518   -0.5661207321   -0.0461133091   -0.0009563473 
    gestage_all     evercigpreg           alpha         deliver 
   0.0010642408    0.0993545817    1.3897029860    0.7459123465 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)              nk         bbymale  enrollment_age imrbthwghtg_all 
  -2.1563586135   -0.0213138518   -0.5661207321   -0.0461133091   -0.0009563473 
    gestage_all     evercigpreg           alpha         deliver 
   0.0010642408    0.0993545817    1.3897029860    0.7459123465 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)              nk         bbymale  enrollment_age imrbthwghtg_all 
  -22.753135475     0.033785347    -0.310669204    -0.201176527    -0.001220524 
    gestage_all     evercigpreg           alpha         deliver 
    0.730456287    -2.445743743    -0.736212574     1.970508858 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)              nk         bbymale  enrollment_age imrbthwghtg_all 
  -22.753135475     0.033785347    -0.310669204    -0.201176527    -0.001220524 
    gestage_all     evercigpreg           alpha         deliver 
    0.730456287    -2.445743743    -0.736212574     1.970508858 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)              nk         bbymale  enrollment_age imrbthwghtg_all 
  -1.679277e+01   -7.198824e-02    1.209658e-01   -1.178034e-01    2.530308e-04 
    gestage_all     evercigpreg           alpha         deliver 
   1.827362e-01    2.290760e+00    2.943076e+00    3.279265e-01 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)              nk         bbymale  enrollment_age imrbthwghtg_all 
   19.855408497    -0.078167325    -3.332147271    -0.431612184     0.003593946 
    gestage_all     evercigpreg           alpha         deliver 
   -0.792897810    -2.653759844     1.374652618     2.996923580 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)              nk         bbymale  enrollment_age imrbthwghtg_all 
     -8.3640001       0.2132361       6.7586510      -0.1808314      -0.0002246 
    gestage_all     evercigpreg           alpha         deliver 
     -0.1046134      -9.2598649       4.7584278      -5.0142610 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)              nk         bbymale  enrollment_age imrbthwghtg_all 
   -7.682911458    -0.555385300    -0.805024376     0.045075550    -0.001224379 
    gestage_all     evercigpreg           alpha         deliver 
    0.174835613    -3.276866725    -0.632934157    -0.858993318 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)              nk         bbymale  enrollment_age imrbthwghtg_all 
  -6.712161e+01   -3.301125e-01   -2.437297e+00   -2.524527e-01   -9.287211e-04 
    gestage_all     evercigpreg           alpha         deliver 
   1.491144e+00    1.410861e+00    5.749137e+00    1.876243e+00 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)              nk         bbymale  enrollment_age imrbthwghtg_all 
  -17.539589005    -0.047903210    -1.076727772     0.097548113     0.000324966 
    gestage_all     evercigpreg           alpha         deliver 
    0.084037249   -15.319735770    -0.679700796     0.213656472 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)              nk         bbymale  enrollment_age imrbthwghtg_all 
  -5.442994e+00   -6.435239e-03   -2.808967e-01   -1.236537e-01   -2.623643e-06 
    gestage_all     evercigpreg           alpha         deliver 
  -1.025252e-02   -1.113475e+00    1.468014e+00    3.086948e-01 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)              nk         bbymale  enrollment_age imrbthwghtg_all 
  -15.944321994     0.208512998     2.690977065    -0.156869389    -0.002025797 
    gestage_all     evercigpreg           alpha         deliver 
    0.390633097     2.670200949     3.110114680    -4.283225952 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)              nk         bbymale  enrollment_age imrbthwghtg_all 
  -1.578995e+01   -9.067072e-02   -9.380992e-01   -1.471226e-01   -9.292593e-04 
    gestage_all     evercigpreg           alpha         deliver 
   4.833078e-01   -1.267673e+00    1.679825e-02    7.117025e-01 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)              nk         bbymale  enrollment_age imrbthwghtg_all 
  -1.578995e+01   -9.067072e-02   -9.380992e-01   -1.471226e-01   -9.292593e-04 
    gestage_all     evercigpreg           alpha         deliver 
   4.833078e-01   -1.267673e+00    1.679825e-02    7.117025e-01 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)              nk         bbymale  enrollment_age imrbthwghtg_all 
  -1.044313e+01   -2.854858e-03    2.426779e-01   -9.527608e-02   -8.181947e-04 
    gestage_all     evercigpreg           alpha         deliver 
   3.360469e-01    1.144607e+00   -5.376422e-01    5.865635e-01 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)              nk         bbymale  enrollment_age imrbthwghtg_all 
  -1.044313e+01   -2.854858e-03    2.426779e-01   -9.527608e-02   -8.181947e-04 
    gestage_all     evercigpreg           alpha         deliver 
   3.360469e-01    1.144607e+00   -5.376422e-01    5.865635e-01 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)              nk         bbymale  enrollment_age imrbthwghtg_all 
   7.5663797279   -0.1046058394    0.8120784268   -0.0284171014    0.0003588209 
    gestage_all     evercigpreg           alpha         deliver 
  -0.2138404594   -0.8442596485   -1.7307260145    0.3989286241 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)              nk         bbymale  enrollment_age imrbthwghtg_all 
   7.5663797279   -0.1046058394    0.8120784268   -0.0284171014    0.0003588209 
    gestage_all     evercigpreg           alpha         deliver 
  -0.2138404594   -0.8442596485   -1.7307260145    0.3989286241 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)              nk         bbymale  enrollment_age imrbthwghtg_all 
   -0.590215834     0.047514901     0.464108233    -0.070998941     0.000739765 
    gestage_all     evercigpreg           alpha         deliver 
   -0.210779869    -3.241779069     1.338659094    -1.721879642 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)              nk         bbymale  enrollment_age imrbthwghtg_all 
  13.9383033870   -0.0280967335    0.4878101738   -0.0004487035    0.0032563015 
    gestage_all     evercigpreg           alpha         deliver 
  -1.1096915353    3.7566951372    2.1716062140    0.8036685296 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)              nk         bbymale  enrollment_age imrbthwghtg_all 
  -1.342895e+01    2.423080e-01    2.162056e-01    6.925058e-02    3.352213e-04 
    gestage_all     evercigpreg           alpha         deliver 
   1.243740e-01   -2.360888e+00   -1.232803e+00    1.042247e+00 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)              nk         bbymale  enrollment_age imrbthwghtg_all 
  -1.342895e+01    2.423080e-01    2.162056e-01    6.925058e-02    3.352213e-04 
    gestage_all     evercigpreg           alpha         deliver 
   1.243740e-01   -2.360888e+00   -1.232803e+00    1.042247e+00 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)              nk         bbymale  enrollment_age imrbthwghtg_all 
   26.949320159     0.246947786    -0.683606170    -0.029737192     0.001814199 
    gestage_all     evercigpreg           alpha         deliver 
   -1.166237167     0.233960060     1.440212277     2.724410399 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)              nk         bbymale  enrollment_age imrbthwghtg_all 
   -8.887484613     0.048977614     0.015759762     0.049843977     0.001245606 
    gestage_all     evercigpreg           alpha         deliver 
   -0.065595346    -0.587721635     1.237346201    -0.092029903 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)              nk         bbymale  enrollment_age imrbthwghtg_all 
   -8.887484613     0.048977614     0.015759762     0.049843977     0.001245606 
    gestage_all     evercigpreg           alpha         deliver 
   -0.065595346    -0.587721635     1.237346201    -0.092029903 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)              nk         bbymale  enrollment_age imrbthwghtg_all 
   -7.994339524     0.026652530     1.209284739     0.063629366     0.001501558 
    gestage_all     evercigpreg           alpha         deliver 
   -0.309396630    -0.266019562     2.690651882    -0.045064974 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)              nk         bbymale  enrollment_age imrbthwghtg_all 
  -6.4861668560    0.0228753930    1.8482555894    0.0165920224   -0.0001956757 
    gestage_all     evercigpreg           alpha         deliver 
  -0.0827848350    2.4017992548    2.4237094474   -0.4403990167 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)              nk         bbymale  enrollment_age imrbthwghtg_all 
  -6.4861668560    0.0228753930    1.8482555894    0.0165920224   -0.0001956757 
    gestage_all     evercigpreg           alpha         deliver 
  -0.0827848350    2.4017992548    2.4237094474   -0.4403990167 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)              nk         bbymale  enrollment_age imrbthwghtg_all 
  -1.090811e+01    2.972392e-03   -2.055496e-01    1.403694e-01   -4.165339e-04 
    gestage_all     evercigpreg           alpha         deliver 
  -1.051024e-01   -3.818303e-01    6.725365e-01    8.397616e-01 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)              nk         bbymale  enrollment_age imrbthwghtg_all 
  11.7975905140   -0.0508333309    0.8662931596   -0.0764892359   -0.0006507148 
    gestage_all     evercigpreg           alpha         deliver 
  -0.3729908120    0.7561624340    0.2899107201    0.5634191265 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)              nk         bbymale  enrollment_age imrbthwghtg_all 
  11.7975905140   -0.0508333309    0.8662931596   -0.0764892359   -0.0006507148 
    gestage_all     evercigpreg           alpha         deliver 
  -0.3729908120    0.7561624340    0.2899107201    0.5634191265 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)              nk         bbymale  enrollment_age imrbthwghtg_all 
  -3.269297e+01   -1.273136e-01    1.333485e+00    5.312054e-02   -5.500212e-04 
    gestage_all     evercigpreg           alpha         deliver 
   4.952845e-01   -3.423692e+00    3.605794e+00    7.062259e-01 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)              nk         bbymale  enrollment_age imrbthwghtg_all 
  -5.657391e+01    4.567533e-02   -4.120817e+00   -2.591144e-01    5.109448e-04 
    gestage_all     evercigpreg           alpha         deliver 
   1.254750e+00   -1.582737e+01    1.762740e+00    2.497369e+00 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)              nk         bbymale  enrollment_age imrbthwghtg_all 
  -2.086876e+01   -3.012252e-03   -1.362470e+00   -1.579393e-02    8.412283e-04 
    gestage_all     evercigpreg           alpha         deliver 
   2.643679e-01   -2.307044e+00   -2.685550e-01    1.682167e-01 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)              nk         bbymale  enrollment_age imrbthwghtg_all 
  -1.900144e+01   -3.237026e-01    5.635991e-01   -7.902374e-02   -5.457899e-04 
    gestage_all     evercigpreg           alpha         deliver 
   3.507807e-01   -1.686456e+01    3.644041e+00   -1.916763e+00 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)              nk         bbymale  enrollment_age imrbthwghtg_all 
   2.008547e+00    2.146257e-02   -1.247698e+00   -1.408861e-01    8.356015e-04 
    gestage_all     evercigpreg           alpha         deliver 
  -3.888103e-01   -1.707567e+01    1.985523e+00    2.367189e+00 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)              nk         bbymale  enrollment_age imrbthwghtg_all 
    8.962471032    -0.088733562    -1.416689063    -0.042591802     0.001649267 
    gestage_all     evercigpreg           alpha         deliver 
   -0.456974090    -1.290321398    -0.857479622     0.426841656 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)              nk         bbymale  enrollment_age imrbthwghtg_all 
    8.962471032    -0.088733562    -1.416689063    -0.042591802     0.001649267 
    gestage_all     evercigpreg           alpha         deliver 
   -0.456974090    -1.290321398    -0.857479622     0.426841656 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)              nk         bbymale  enrollment_age imrbthwghtg_all 
   -3.759859446    -0.243603473     1.989565149     0.077844169    -0.001776218 
    gestage_all     evercigpreg           alpha         deliver 
    0.071454691    -1.302066654     0.545895013    -3.902519676 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)              nk         bbymale  enrollment_age imrbthwghtg_all 
  -18.321840215     0.021450355     0.558246068    -0.025161666    -0.000544342 
    gestage_all     evercigpreg           alpha         deliver 
    0.176943367     1.993819280     2.940541634     0.879649358 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)              nk         bbymale  enrollment_age imrbthwghtg_all 
    2.572944119     0.629860794    -4.266006679     0.399663362    -0.002014007 
    gestage_all     evercigpreg           alpha         deliver 
   -0.709383959     5.412853155     0.505050167     0.957432327 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)              nk         bbymale  enrollment_age imrbthwghtg_all 
  -23.838889759    -0.001483144    -1.027102892     0.215442699    -0.002936421 
    gestage_all     evercigpreg           alpha         deliver 
    0.665390018     0.351560120    -1.110874898    -2.272086993 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)              nk         bbymale  enrollment_age imrbthwghtg_all 
    9.033390122    -0.031354738     0.575288111    -0.214385473     0.002051263 
    gestage_all     evercigpreg           alpha         deliver 
   -0.594162942   -14.390169030     0.369371563     0.034339066 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)              nk         bbymale  enrollment_age imrbthwghtg_all 
  -6.0552040736    0.0925873972   -0.2996666004   -0.0411483972    0.0006452043 
    gestage_all     evercigpreg           alpha         deliver 
   0.0307275957   -0.3302302821   -0.4592267792    0.1626882196 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)              nk         bbymale  enrollment_age imrbthwghtg_all 
  -6.0552040736    0.0925873972   -0.2996666004   -0.0411483972    0.0006452043 
    gestage_all     evercigpreg           alpha         deliver 
   0.0307275957   -0.3302302821   -0.4592267792    0.1626882196 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)              nk         bbymale  enrollment_age imrbthwghtg_all 
  13.1602205421   -0.0806722464   -0.8849482774    0.0381219207   -0.0004273573 
    gestage_all     evercigpreg           alpha         deliver 
  -0.5759276842   -0.6637818516    0.9319423766    0.5155240963 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)              nk         bbymale  enrollment_age imrbthwghtg_all 
   51.947697377     0.064978903     3.822383032    -0.705850459     0.005634813 
    gestage_all     evercigpreg           alpha         deliver 
   -1.715851339     0.023586383     2.808899513    -1.716189793 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)              nk         bbymale  enrollment_age imrbthwghtg_all 
   5.748168e+00   -1.983321e-02   -1.323966e+00    1.936000e-02    4.093577e-04 
    gestage_all     evercigpreg           alpha         deliver 
  -4.141355e-01   -1.684908e+01    1.293371e+00   -5.512644e-02 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)              nk         bbymale  enrollment_age imrbthwghtg_all 
  -12.173557822    -0.014843692    -0.288356014     0.036424959    -0.001538803 
    gestage_all     evercigpreg           alpha         deliver 
    0.241453717   -15.060505415    -0.103762442    -2.297633541 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)              nk         bbymale  enrollment_age imrbthwghtg_all 
   39.744585109     0.225740777     0.807288576    -0.399365415     0.004288526 
    gestage_all     evercigpreg           alpha         deliver 
   -1.718414242     0.167980689     0.533677158     5.813185857 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)              nk         bbymale  enrollment_age imrbthwghtg_all 
  -14.801059365     0.019606542    -1.392875151    -0.235106284    -0.001540771 
    gestage_all     evercigpreg           alpha         deliver 
    0.257376680    -0.930012105     2.922166101     2.172177333 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)              nk         bbymale  enrollment_age imrbthwghtg_all 
    4.467037472     0.009708555    -0.559884651     0.089330796     0.002020751 
    gestage_all     evercigpreg           alpha         deliver 
   -0.373969450    -6.210484511     0.393330368    -4.652684727 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)              nk         bbymale  enrollment_age imrbthwghtg_all 
  -2.950635e+01   -1.811903e-01    9.555203e-01    1.800188e-01    8.756609e-04 
    gestage_all     evercigpreg           alpha         deliver 
   2.746271e-01   -1.501393e+01    2.449969e+00   -2.972799e+00 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)              nk         bbymale  enrollment_age imrbthwghtg_all 
  -31.724553507     0.223912613     1.905807868    -0.041555378    -0.001457707 
    gestage_all     evercigpreg           alpha         deliver 
    0.513135469     1.556670027     2.354653797    -1.115015143 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)              nk         bbymale  enrollment_age imrbthwghtg_all 
   26.271652580    -0.104228348    -0.215330607    -0.232782998     0.002013966 
    gestage_all     evercigpreg           alpha         deliver 
   -0.930796458    -5.035673477     2.891711242    -0.336734502 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)              nk         bbymale  enrollment_age imrbthwghtg_all 
   -3.295252370    -0.555975290     1.188180747    -0.021849685    -0.003976194 
    gestage_all     evercigpreg           alpha         deliver 
    0.387416500   -13.937489282    -1.555300373    -2.925868114 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)              nk         bbymale  enrollment_age imrbthwghtg_all 
  -21.041052020     0.278046694     4.303132436     0.218764096     0.002403261 
    gestage_all     evercigpreg           alpha         deliver 
   -0.114476597     0.449619889    -0.205570627    -1.930490861 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)              nk         bbymale  enrollment_age imrbthwghtg_all 
    35.06839624      0.04970248     -1.99015383     -0.17734559     -0.00129013 
    gestage_all     evercigpreg           alpha         deliver 
    -0.72231819     -0.11786859     -2.55216579     -0.50140557 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)              nk         bbymale  enrollment_age imrbthwghtg_all 
   -5.876333326    -0.089931322     4.310575274    -0.307656913    -0.001276328 
    gestage_all     evercigpreg           alpha         deliver 
    0.253086937   -16.744199682    -0.621440903     0.513053972 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)              nk         bbymale  enrollment_age imrbthwghtg_all 
    31.54455859      0.05262261     -0.88525027     -0.18528044      0.00163719 
    gestage_all     evercigpreg           alpha         deliver 
    -1.11084946     -0.18406353      1.22753105      2.38172574 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)              nk         bbymale  enrollment_age imrbthwghtg_all 
  -9.4366970504   -0.0473069666    0.3176794955    0.0386034120    0.0004758988 
    gestage_all     evercigpreg           alpha         deliver 
  -0.2240192718    1.7243585999    4.3952908212    0.6802983398 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)              nk         bbymale  enrollment_age imrbthwghtg_all 
  -5.836879e+00   -2.578704e-02   -5.800935e-01   -5.787203e-02    7.757713e-04 
    gestage_all     evercigpreg           alpha         deliver 
  -8.721271e-02   -1.672400e+01   -5.337862e-01    7.439547e-01 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)              nk         bbymale  enrollment_age imrbthwghtg_all 
  -15.098689023     0.074223901     1.947419562     0.135633417     0.001813544 
    gestage_all     evercigpreg           alpha         deliver 
   -0.218988499   -14.424751145     3.206296898    -1.851060065 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)              nk         bbymale  enrollment_age imrbthwghtg_all 
  -3.571529e+01   -5.319846e-02    2.295184e+00    5.147155e-02   -9.850325e-04 
    gestage_all     evercigpreg           alpha         deliver 
   6.904010e-01    3.937819e+00    1.614356e+00    3.385247e-01 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)              nk         bbymale  enrollment_age imrbthwghtg_all 
  -1.055580e+01   -6.147722e-02    8.976463e-01    3.297749e-02   -1.240561e-04 
    gestage_all     evercigpreg           alpha         deliver 
   1.247059e-01   -1.898955e+00   -3.715138e-01   -5.685357e-02 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)              nk         bbymale  enrollment_age imrbthwghtg_all 
  -1.055580e+01   -6.147722e-02    8.976463e-01    3.297749e-02   -1.240561e-04 
    gestage_all     evercigpreg           alpha         deliver 
   1.247059e-01   -1.898955e+00   -3.715138e-01   -5.685357e-02 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)              nk         bbymale  enrollment_age imrbthwghtg_all 
  -0.7616589316    0.0338520441   -0.1097778922   -0.0823449835   -0.0001811438 
    gestage_all     evercigpreg           alpha         deliver 
   0.0051337587   -0.9322169992   -0.0738280061    0.5773149659 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)              nk         bbymale  enrollment_age imrbthwghtg_all 
  -0.7616589316    0.0338520441   -0.1097778922   -0.0823449835   -0.0001811438 
    gestage_all     evercigpreg           alpha         deliver 
   0.0051337587   -0.9322169992   -0.0738280061    0.5773149659 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)              nk         bbymale  enrollment_age imrbthwghtg_all 
  -35.031377086     0.263537577     2.847066656     0.010933284    -0.001325996 
    gestage_all     evercigpreg           alpha         deliver 
    0.605167695   -14.109643978     2.712978851    -1.415390424 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)              nk         bbymale  enrollment_age imrbthwghtg_all 
   1.057426e+01    8.157438e-02   -1.384829e+00   -1.273757e-01    9.805782e-05 
    gestage_all     evercigpreg           alpha         deliver 
  -3.486424e-01   -1.426200e+00    3.726970e-01   -9.265063e-01 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)              nk         bbymale  enrollment_age imrbthwghtg_all 
   20.250932358     0.192626459     0.926184958    -0.144393266     0.001422369 
    gestage_all     evercigpreg           alpha         deliver 
   -0.855287286    -2.720537835     0.654596656     2.316365168 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)              nk         bbymale  enrollment_age imrbthwghtg_all 
    5.116735964     0.348172609     1.672523441    -0.445310880     0.004688188 
    gestage_all     evercigpreg           alpha         deliver 
   -0.911188344   -12.535030587     4.052189086     3.195519812 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)              nk         bbymale  enrollment_age imrbthwghtg_all 
  -2.399215e+01   -1.450211e-02    1.793612e+00   -6.402232e-02   -5.806933e-04 
    gestage_all     evercigpreg           alpha         deliver 
   5.029520e-01    1.573161e+00   -9.695284e-01   -7.289992e-01 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)              nk         bbymale  enrollment_age imrbthwghtg_all 
  -7.0640665397    0.0329536699   -0.3849045357    0.0138138187    0.0003401504 
    gestage_all     evercigpreg           alpha         deliver 
   0.0355087100   -1.1711116606   -0.2747972237    0.4304740089 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)              nk         bbymale  enrollment_age imrbthwghtg_all 
  -7.0640665397    0.0329536699   -0.3849045357    0.0138138187    0.0003401504 
    gestage_all     evercigpreg           alpha         deliver 
   0.0355087100   -1.1711116606   -0.2747972237    0.4304740089 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)              nk         bbymale  enrollment_age imrbthwghtg_all 
    3.393033582     0.017635197    -1.103987760    -0.007054797    -0.002382718 
    gestage_all     evercigpreg           alpha         deliver 
   -0.207112356   -14.888704855    -1.559511126     1.922086631 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)              nk         bbymale  enrollment_age imrbthwghtg_all 
  -6.220228e+00   -3.403397e-01    1.710954e-01   -7.449994e-02   -2.897529e-05 
    gestage_all     evercigpreg           alpha         deliver 
  -1.617496e-01   -1.591593e+01    1.880197e+00    1.373544e+00 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)              nk         bbymale  enrollment_age imrbthwghtg_all 
    3.991602083     0.106446320    -2.716006597     0.098645794     0.004814494 
    gestage_all     evercigpreg           alpha         deliver 
   -1.103968146   -14.037595886     3.567157804     3.465630185 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)              nk         bbymale  enrollment_age imrbthwghtg_all 
  -3.323319e+01    1.149223e-01    1.075878e+00   -1.969426e-01   -7.966466e-04 
    gestage_all     evercigpreg           alpha         deliver 
   7.030847e-01   -3.279119e+00    5.459511e-01    1.777832e+00 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)              nk         bbymale  enrollment_age imrbthwghtg_all 
   -3.914159954    -0.120781789     0.668713227    -0.071910919     0.001512191 
    gestage_all     evercigpreg           alpha         deliver 
   -0.357007266    -3.602182266     3.696342450     1.645009589 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)              nk         bbymale  enrollment_age imrbthwghtg_all 
  -52.857751119    -0.058569453     1.467654846    -0.006412694    -0.005904541 
    gestage_all     evercigpreg           alpha         deliver 
    1.229603534     2.867345560     4.280991130     2.594558066 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)              nk         bbymale  enrollment_age imrbthwghtg_all 
  -6.262933e+01   -4.043218e-02    1.295652e+00   -2.009673e-01    3.700725e-04 
    gestage_all     evercigpreg           alpha         deliver 
   1.276576e+00   -1.428387e+01    4.054806e+00   -6.016937e-01 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)              nk         bbymale  enrollment_age imrbthwghtg_all 
  -2.111382e+01   -2.565181e-02    6.329036e-01   -3.800181e-03   -5.319927e-04 
    gestage_all     evercigpreg           alpha         deliver 
   1.006385e-01    2.416761e+00    4.396735e+00    1.059571e+00 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)              nk         bbymale  enrollment_age imrbthwghtg_all 
  -23.758016805     0.248864793    -2.422027547     0.072897972     0.003950615 
    gestage_all     evercigpreg           alpha         deliver 
   -0.309375093   -13.309650605     3.804723099     2.833262829 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)              nk         bbymale  enrollment_age imrbthwghtg_all 
  -1.650368e+01    3.940119e-02    1.188787e+00   -2.081754e-01   -3.031392e-04 
    gestage_all     evercigpreg           alpha         deliver 
   2.339710e-01    1.130059e+00    2.530391e+00   -6.493023e-01 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)              nk         bbymale  enrollment_age imrbthwghtg_all 
  -30.637446813    -0.082845834     0.678499633    -0.109811869    -0.001844456 
    gestage_all     evercigpreg           alpha         deliver 
    0.481795099     2.297150582     4.747387247     1.572154836 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
colnames(rrbcell)=c("coef","pvalue","lower","upper")
fdr=p.adjust(rrbcell[,2],method = "BH")
rrbcell=data.frame(microbe,rrbcell,fdr)
rrbcell=rrbcell[order(rrbcell[,3]),]
rrbcellfdr=rrbcell[which(rrbcell[,6]<0.3),]
rrbcellfdr
                 microbe       coef       pvalue       lower       upper
4        Bifidobacterium -0.1434283 1.650503e-05 -0.20868993 -0.07816674
12 F__Enterobacteriaceae  0.2416072 7.318915e-03  0.06503946  0.41817499
            fdr
4  0.0003301007
12 0.0731891467

nrbc

options(warn = 2)
m=ncol(longidata)-2
n=nrow(longidata)
name=colnames(longidata)[-c(1,2)]
microbe=c()                            
rrbcell=data.frame()
for (k in 1:m) {
  y1=longidata[,k+2]
  y2=apply(longidata[,-c(1,2,k+2)],1,sum)
  fm=try({gee(cbind(y1,y2)~nrbc + bbymale + enrollment_age + imrbthwghtg_all +gestage_all+evercigpreg+alpha+deliver ,id=subject6w, data=longinrbc,family="binomial",corstr="exchangeable")},silent = T)
  if (inherits(fm,"try-error")){
    next()
  }else{
    fm=gee(cbind(y1,y2)~nrbc + bbymale + enrollment_age + imrbthwghtg_all +gestage_all+evercigpreg+alpha+deliver ,id=subject6w, data=longinrbc,family="binomial",corstr="exchangeable")   
   a=summary(fm)
   r1=a$coefficients[2,1]
   r2=2*(1-pnorm(abs(a$coefficients[2,5])))
   r3= c(r1-1.96*a$coefficients[2,4],r1+ 1.96*a$coefficients[2,4])
   rr=c(r1,r2,r3)
   microbe=c(microbe,name[k])
    rrbcell=rbind(rrbcell,rr)
     }

}
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)            nrbc         bbymale  enrollment_age imrbthwghtg_all 
  -4.3730991157    0.0954244799   -1.8985354247   -0.0192448058   -0.0006164856 
    gestage_all     evercigpreg           alpha         deliver 
  -0.0211085269   -4.6540035331   -0.4582316994    1.9116666071 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)            nrbc         bbymale  enrollment_age imrbthwghtg_all 
   -7.871071095    -0.040745198     1.317623205    -0.244466920    -0.001543526 
    gestage_all     evercigpreg           alpha         deliver 
    0.286177845     0.372674857     2.647754312    -1.955687495 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)            nrbc         bbymale  enrollment_age imrbthwghtg_all 
   -26.50489982      0.00955377     -0.14892045      0.28286926      0.00190774 
    gestage_all     evercigpreg           alpha         deliver 
     0.07282908     -2.56928714      2.55175421     -3.34976555 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)            nrbc         bbymale  enrollment_age imrbthwghtg_all 
   -6.629390555    -0.092092638    -0.898381975     0.047189404    -0.001231555 
    gestage_all     evercigpreg           alpha         deliver 
   -0.008227264   -14.991457933     0.467142590     0.545178649 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)            nrbc         bbymale  enrollment_age imrbthwghtg_all 
   1.400363e+00    6.012969e-02   -3.883246e+00   -2.987280e-01    7.239631e-05 
    gestage_all     evercigpreg           alpha         deliver 
  -1.664908e-01   -1.812896e+01   -8.925151e-01    3.941400e+00 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)            nrbc         bbymale  enrollment_age imrbthwghtg_all 
  -6.4613967319    0.0600801257    0.1149105148    0.0129827281    0.0007011444 
    gestage_all     evercigpreg           alpha         deliver 
  -0.1923031171   -2.6934329566    2.9416096188    0.1430357941 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)            nrbc         bbymale  enrollment_age imrbthwghtg_all 
  -1.162020e+01    6.535217e-02    1.147396e+00    3.658401e-02   -7.124746e-04 
    gestage_all     evercigpreg           alpha         deliver 
  -2.447317e-02   -2.294471e+00    2.002194e+00   -6.158432e-01 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)            nrbc         bbymale  enrollment_age imrbthwghtg_all 
  -1.421659e+01   -2.143169e-02   -1.790198e-01   -8.514767e-02   -4.252068e-04 
    gestage_all     evercigpreg           alpha         deliver 
   2.433383e-01   -1.633241e+01   -5.442782e-01    7.054617e-01 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)            nrbc         bbymale  enrollment_age imrbthwghtg_all 
   6.5200813303   -0.0155075144   -0.3361628792    0.0043637050    0.0004956787 
    gestage_all     evercigpreg           alpha         deliver 
  -0.1702578034    0.0284126500   -0.8352577261   -1.2666307898 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)            nrbc         bbymale  enrollment_age imrbthwghtg_all 
   6.5200813303   -0.0155075144   -0.3361628792    0.0043637050    0.0004956787 
    gestage_all     evercigpreg           alpha         deliver 
  -0.1702578034    0.0284126500   -0.8352577261   -1.2666307898 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)            nrbc         bbymale  enrollment_age imrbthwghtg_all 
  -5.4190316996    0.0166288911    0.0141656133    0.0924866681   -0.0001587579 
    gestage_all     evercigpreg           alpha         deliver 
   0.0647063269   -0.8327970955   -0.5591194688   -0.5038225024 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)            nrbc         bbymale  enrollment_age imrbthwghtg_all 
  -5.4190316996    0.0166288911    0.0141656133    0.0924866681   -0.0001587579 
    gestage_all     evercigpreg           alpha         deliver 
   0.0647063269   -0.8327970955   -0.5591194688   -0.5038225024 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)            nrbc         bbymale  enrollment_age imrbthwghtg_all 
  -7.2689774646    0.0447836301    0.1950794520   -0.1352438373    0.0003175589 
    gestage_all     evercigpreg           alpha         deliver 
   0.0876653611   -1.5102827551    1.5717203557    1.0759300206 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)            nrbc         bbymale  enrollment_age imrbthwghtg_all 
  -7.2689774646    0.0447836301    0.1950794520   -0.1352438373    0.0003175589 
    gestage_all     evercigpreg           alpha         deliver 
   0.0876653611   -1.5102827551    1.5717203557    1.0759300206 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)            nrbc         bbymale  enrollment_age imrbthwghtg_all 
   -8.414966214    -0.027451017    -0.778213129    -0.226097421    -0.002152742 
    gestage_all     evercigpreg           alpha         deliver 
    0.381936852    -1.092314285    -0.341445262    -0.410727016 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)            nrbc         bbymale  enrollment_age imrbthwghtg_all 
  -10.969706171    -0.005220761    -0.733281668    -0.014854966     0.001103669 
    gestage_all     evercigpreg           alpha         deliver 
   -0.041155237    -1.932439408     2.277248682    -1.912969450 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)            nrbc         bbymale  enrollment_age imrbthwghtg_all 
  -1.686088e+01    8.713862e-02    1.507793e-02   -1.051861e-01   -1.319906e-04 
    gestage_all     evercigpreg           alpha         deliver 
   1.451263e-01   -1.807672e+01    7.316213e-01    8.862240e-01 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)            nrbc         bbymale  enrollment_age imrbthwghtg_all 
   1.4048209818   -0.0102302119    0.3669451457    0.0767845560   -0.0008221823 
    gestage_all     evercigpreg           alpha         deliver 
  -0.2201600903    1.6542865443    1.2300678582   -0.7677604282 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)            nrbc         bbymale  enrollment_age imrbthwghtg_all 
  -1.820361e+01   -3.511388e-02   -1.497963e+00   -1.439745e-01   -8.312711e-04 
    gestage_all     evercigpreg           alpha         deliver 
   3.575756e-01    7.397359e-01    6.529373e-01    3.457596e+00 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)            nrbc         bbymale  enrollment_age imrbthwghtg_all 
  -12.398590373    -0.008548666     0.701917442     0.043301995    -0.001701909 
    gestage_all     evercigpreg           alpha         deliver 
    0.353241641     0.991027444    -0.007704059    -0.615272304 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)            nrbc         bbymale  enrollment_age imrbthwghtg_all 
  -12.398590373    -0.008548666     0.701917442     0.043301995    -0.001701909 
    gestage_all     evercigpreg           alpha         deliver 
    0.353241641     0.991027444    -0.007704059    -0.615272304 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)            nrbc         bbymale  enrollment_age imrbthwghtg_all 
   -1.666967514    -0.019681902    -0.596532050    -0.049706016    -0.001005955 
    gestage_all     evercigpreg           alpha         deliver 
   -0.003133950     0.705932689     1.451780080     0.653314012 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)            nrbc         bbymale  enrollment_age imrbthwghtg_all 
   -1.666967514    -0.019681902    -0.596532050    -0.049706016    -0.001005955 
    gestage_all     evercigpreg           alpha         deliver 
   -0.003133950     0.705932689     1.451780080     0.653314012 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)            nrbc         bbymale  enrollment_age imrbthwghtg_all 
  -22.402017014    -0.003488206    -0.337588140    -0.207034460    -0.001298176 
    gestage_all     evercigpreg           alpha         deliver 
    0.739283188    -2.489051961    -0.720840336     1.972514031 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)            nrbc         bbymale  enrollment_age imrbthwghtg_all 
  -22.402017014    -0.003488206    -0.337588140    -0.207034460    -0.001298176 
    gestage_all     evercigpreg           alpha         deliver 
    0.739283188    -2.489051961    -0.720840336     1.972514031 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)            nrbc         bbymale  enrollment_age imrbthwghtg_all 
  -2.459946e+01    7.998390e-02    6.177762e-01   -1.638606e-01    5.563798e-04 
    gestage_all     evercigpreg           alpha         deliver 
   3.337812e-01    2.714972e-01    2.887263e+00    9.715442e-01 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)            nrbc         bbymale  enrollment_age imrbthwghtg_all 
   20.460687906    -0.058423420    -3.276318102    -0.425450762     0.003421944 
    gestage_all     evercigpreg           alpha         deliver 
   -0.801259873    -1.410444101     1.445725333     2.985598881 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)            nrbc         bbymale  enrollment_age imrbthwghtg_all 
   -19.40289982     -0.11608385     -0.61140161      0.03385587     -0.00200634 
    gestage_all     evercigpreg           alpha         deliver 
     0.49562417     -2.03017827     -0.27473138     -1.07879624 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)            nrbc         bbymale  enrollment_age imrbthwghtg_all 
  -2.818312e+01   -1.131848e-01   -2.647791e+00   -9.396242e-02   -4.136933e-04 
    gestage_all     evercigpreg           alpha         deliver 
   4.664810e-01    4.670078e+00    4.417538e+00   -4.923199e-01 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)            nrbc         bbymale  enrollment_age imrbthwghtg_all 
  -2.031905e+01   -2.236850e-02   -9.377761e-01    1.007711e-01    2.595804e-04 
    gestage_all     evercigpreg           alpha         deliver 
   1.509679e-01   -1.487798e+01   -6.478667e-01    2.345125e-01 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)            nrbc         bbymale  enrollment_age imrbthwghtg_all 
  -5.551831e+00    5.720401e-03   -2.759928e-01   -1.246749e-01    3.875842e-05 
    gestage_all     evercigpreg           alpha         deliver 
  -1.353588e-02   -1.266990e+00    1.469002e+00    3.317077e-01 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)            nrbc         bbymale  enrollment_age imrbthwghtg_all 
  -14.814046829     0.129740079     1.728619988    -0.139156687    -0.001286684 
    gestage_all     evercigpreg           alpha         deliver 
    0.280391413    -3.585576293     3.004088248    -3.152397273 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)            nrbc         bbymale  enrollment_age imrbthwghtg_all 
  -1.563080e+01    3.461800e-02   -8.957083e-01   -1.440206e-01   -7.098354e-04 
    gestage_all     evercigpreg           alpha         deliver 
   4.345032e-01   -1.814244e+00    1.473929e-02    7.066761e-01 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)            nrbc         bbymale  enrollment_age imrbthwghtg_all 
  -1.563080e+01    3.461800e-02   -8.957083e-01   -1.440206e-01   -7.098354e-04 
    gestage_all     evercigpreg           alpha         deliver 
   4.345032e-01   -1.814244e+00    1.473929e-02    7.066761e-01 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)            nrbc         bbymale  enrollment_age imrbthwghtg_all 
  -1.016036e+01   -6.471847e-03    2.324134e-01   -9.279164e-02   -8.314766e-04 
    gestage_all     evercigpreg           alpha         deliver 
   3.304555e-01    1.214542e+00   -5.184638e-01    5.248542e-01 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)            nrbc         bbymale  enrollment_age imrbthwghtg_all 
  -1.016036e+01   -6.471847e-03    2.324134e-01   -9.279164e-02   -8.314766e-04 
    gestage_all     evercigpreg           alpha         deliver 
   3.304555e-01    1.214542e+00   -5.184638e-01    5.248542e-01 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)            nrbc         bbymale  enrollment_age imrbthwghtg_all 
   6.8713755734   -0.0111172316    0.9741424846   -0.0255112154    0.0005352337 
    gestage_all     evercigpreg           alpha         deliver 
  -0.2300411702   -0.9572102169   -1.8096550711    0.4632899819 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)            nrbc         bbymale  enrollment_age imrbthwghtg_all 
   6.8713755734   -0.0111172316    0.9741424846   -0.0255112154    0.0005352337 
    gestage_all     evercigpreg           alpha         deliver 
  -0.2300411702   -0.9572102169   -1.8096550711    0.4632899819 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)            nrbc         bbymale  enrollment_age imrbthwghtg_all 
  -0.1960798136   -0.0041031340    0.3912443826   -0.0688085511    0.0006461385 
    gestage_all     evercigpreg           alpha         deliver 
  -0.2014579405   -3.2574147925    1.3189515956   -1.7764350325 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)            nrbc         bbymale  enrollment_age imrbthwghtg_all 
   11.687226285     0.035644813     1.274094672     0.003549113     0.003344178 
    gestage_all     evercigpreg           alpha         deliver 
   -1.089295099     3.226777224     2.043432326     0.899995973 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)            nrbc         bbymale  enrollment_age imrbthwghtg_all 
  -5.608404e+00    5.049774e-02   -4.475798e-01    2.863625e-02   -1.117167e-05 
    gestage_all     evercigpreg           alpha         deliver 
   2.997279e-02   -3.206809e+00   -1.079561e+00    9.916795e-01 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)            nrbc         bbymale  enrollment_age imrbthwghtg_all 
  -5.608404e+00    5.049774e-02   -4.475798e-01    2.863625e-02   -1.117167e-05 
    gestage_all     evercigpreg           alpha         deliver 
   2.997279e-02   -3.206809e+00   -1.079561e+00    9.916795e-01 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)            nrbc         bbymale  enrollment_age imrbthwghtg_all 
   29.750741445     0.083023766    -1.087719398    -0.004202200     0.001518761 
    gestage_all     evercigpreg           alpha         deliver 
   -1.209716430    -3.474025085     1.551449586     2.783063888 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)            nrbc         bbymale  enrollment_age imrbthwghtg_all 
   -6.824325740     0.081437390    -0.111248027     0.049538479     0.001653193 
    gestage_all     evercigpreg           alpha         deliver 
   -0.168436167    -3.620603723     1.303498700    -0.067675197 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)            nrbc         bbymale  enrollment_age imrbthwghtg_all 
   -6.824325740     0.081437390    -0.111248027     0.049538479     0.001653193 
    gestage_all     evercigpreg           alpha         deliver 
   -0.168436167    -3.620603723     1.303498700    -0.067675197 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)            nrbc         bbymale  enrollment_age imrbthwghtg_all 
   -7.603444375    -0.028153070     1.119166464     0.061679894     0.001343183 
    gestage_all     evercigpreg           alpha         deliver 
   -0.288486969     0.422852460     2.682893160    -0.130327865 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)            nrbc         bbymale  enrollment_age imrbthwghtg_all 
  -5.6107103251   -0.0121021155    1.7154382389    0.0114603970   -0.0003159288 
    gestage_all     evercigpreg           alpha         deliver 
  -0.0793398447    2.5928112522    2.4417283139   -0.5260880057 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)            nrbc         bbymale  enrollment_age imrbthwghtg_all 
  -5.6107103251   -0.0121021155    1.7154382389    0.0114603970   -0.0003159288 
    gestage_all     evercigpreg           alpha         deliver 
  -0.0793398447    2.5928112522    2.4417283139   -0.5260880057 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)            nrbc         bbymale  enrollment_age imrbthwghtg_all 
  -1.064319e+01   -7.349813e-03   -2.161159e-01    1.367567e-01   -4.481528e-04 
    gestage_all     evercigpreg           alpha         deliver 
  -1.038236e-01   -2.151667e-01    6.824399e-01    8.289914e-01 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)            nrbc         bbymale  enrollment_age imrbthwghtg_all 
   9.399039e+00    7.773516e-02    1.022801e+00   -5.009693e-02    3.091447e-05 
    gestage_all     evercigpreg           alpha         deliver 
  -4.326004e-01   -1.180119e+00    1.774093e-01    9.674035e-01 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)            nrbc         bbymale  enrollment_age imrbthwghtg_all 
   9.399039e+00    7.773516e-02    1.022801e+00   -5.009693e-02    3.091447e-05 
    gestage_all     evercigpreg           alpha         deliver 
  -4.326004e-01   -1.180119e+00    1.774093e-01    9.674035e-01 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)            nrbc         bbymale  enrollment_age imrbthwghtg_all 
  -3.533681e+01    4.925580e-02    1.313066e+00    6.828725e-02   -8.111428e-05 
    gestage_all     evercigpreg           alpha         deliver 
   4.721972e-01   -4.727333e+00    3.627783e+00    8.903545e-01 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)            nrbc         bbymale  enrollment_age imrbthwghtg_all 
  -15.856153452     0.072697516    -1.435134304    -0.002824753     0.001122600 
    gestage_all     evercigpreg           alpha         deliver 
    0.092428283    -4.591788783    -0.272106004    -0.085136631 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)            nrbc         bbymale  enrollment_age imrbthwghtg_all 
  -2.061836e+01   -4.749929e-02    4.193156e-01   -7.940572e-02   -8.163846e-04 
    gestage_all     evercigpreg           alpha         deliver 
   4.039831e-01   -1.428355e+01    3.478473e+00   -2.139716e+00 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)            nrbc         bbymale  enrollment_age imrbthwghtg_all 
   1.537586e+00    2.629081e-02   -1.202072e+00   -1.442265e-01    8.588163e-04 
    gestage_all     evercigpreg           alpha         deliver 
  -3.817783e-01   -1.791717e+01    2.014068e+00    2.399850e+00 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)            nrbc         bbymale  enrollment_age imrbthwghtg_all 
    5.329526377    -0.097701237    -1.080522664    -0.048966657     0.001374221 
    gestage_all     evercigpreg           alpha         deliver 
   -0.338990119    -0.778669942    -0.682692750     0.316028279 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)            nrbc         bbymale  enrollment_age imrbthwghtg_all 
  -6.579182e+00    1.214065e-01    1.228745e+00    1.361979e-01   -6.115877e-05 
    gestage_all     evercigpreg           alpha         deliver 
  -1.235479e-01   -5.610948e+00    6.483125e-01   -3.533541e+00 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)            nrbc         bbymale  enrollment_age imrbthwghtg_all 
  -20.225467083     0.020423316     0.716978632    -0.024985042    -0.000595762 
    gestage_all     evercigpreg           alpha         deliver 
    0.224220818     1.396586524     2.882460212     1.027326337 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)            nrbc         bbymale  enrollment_age imrbthwghtg_all 
  -23.893886072     0.008985522    -1.073919694     0.220442459    -0.002906513 
    gestage_all     evercigpreg           alpha         deliver 
    0.659050447     0.027826608    -1.135636838    -2.266554823 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)            nrbc         bbymale  enrollment_age imrbthwghtg_all 
  -4.7879812509    0.0049332061   -0.4778955017   -0.0509068775    0.0005278186 
    gestage_all     evercigpreg           alpha         deliver 
   0.0356229813   -0.4988338292   -0.4607059673    0.1328224477 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)            nrbc         bbymale  enrollment_age imrbthwghtg_all 
  -4.7879812509    0.0049332061   -0.4778955017   -0.0509068775    0.0005278186 
    gestage_all     evercigpreg           alpha         deliver 
   0.0356229813   -0.4988338292   -0.4607059673    0.1328224477 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)            nrbc         bbymale  enrollment_age imrbthwghtg_all 
  11.1255692876   -0.0191547777   -0.7548065388    0.0275409780   -0.0004771029 
    gestage_all     evercigpreg           alpha         deliver 
  -0.5177852933    0.2797837706    0.9205550367    0.4380684569 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)            nrbc         bbymale  enrollment_age imrbthwghtg_all 
   5.539092e+00   -1.087231e-01   -1.240212e+00   -3.463309e-03    4.771459e-05 
    gestage_all     evercigpreg           alpha         deliver 
  -3.448821e-01   -1.410587e+01    1.392372e+00   -1.058684e-01 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)            nrbc         bbymale  enrollment_age imrbthwghtg_all 
   33.098060082     0.103144575     2.011569924    -0.555992769     0.002541625 
    gestage_all     evercigpreg           alpha         deliver 
   -1.324973357    -0.925449412     0.700077299     6.835315723 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)            nrbc         bbymale  enrollment_age imrbthwghtg_all 
  -17.741991336     0.076751228    -1.235108615    -0.274524387    -0.001122482 
    gestage_all     evercigpreg           alpha         deliver 
    0.299381997    -3.520591678     2.929676856     2.464964573 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)            nrbc         bbymale  enrollment_age imrbthwghtg_all 
    4.167800628     0.103165768    -0.593196245     0.114662174     0.002603293 
    gestage_all     evercigpreg           alpha         deliver 
   -0.459186796   -10.019929977     0.353129337    -4.761462421 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)            nrbc         bbymale  enrollment_age imrbthwghtg_all 
  -4.371888e+01    4.118535e-02   -2.322595e+00   -2.403975e-01    5.218796e-04 
    gestage_all     evercigpreg           alpha         deliver 
   7.556460e-01   -1.637662e+01    1.619785e+00    2.652628e+00 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)            nrbc         bbymale  enrollment_age imrbthwghtg_all 
  -3.007166e+01    1.387088e-01    1.097806e+00   -4.488017e-02   -6.882164e-04 
    gestage_all     evercigpreg           alpha         deliver 
   3.982898e-01   -4.548927e+00    2.468197e+00   -4.030350e-01 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)            nrbc         bbymale  enrollment_age imrbthwghtg_all 
   12.709872290    -0.015896929    -2.809582566     0.080760763     0.003493426 
    gestage_all     evercigpreg           alpha         deliver 
   -0.932000825   -15.747021755     1.508079447    -1.549284430 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)            nrbc         bbymale  enrollment_age imrbthwghtg_all 
   28.038803381     0.026369079    -0.175158507    -0.265710075     0.002391178 
    gestage_all     evercigpreg           alpha         deliver 
   -1.020105800    -5.777896217     2.998248992    -0.087699264 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)            nrbc         bbymale  enrollment_age imrbthwghtg_all 
    0.457110114    -0.111905721     0.931112322    -0.094768884    -0.003007516 
    gestage_all     evercigpreg           alpha         deliver 
    0.239277701   -13.085916907    -1.854354153    -2.880132788 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)            nrbc         bbymale  enrollment_age imrbthwghtg_all 
    42.35485096     -0.09960265     -1.67184656     -0.21177876     -0.00212475 
    gestage_all     evercigpreg           alpha         deliver 
    -0.76823786      3.18535152     -2.48828200     -1.41856136 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)            nrbc         bbymale  enrollment_age imrbthwghtg_all 
  -5.260273e+00   -3.894611e-03    4.175836e+00   -2.705957e-01   -9.927714e-04 
    gestage_all     evercigpreg           alpha         deliver 
   1.783733e-01   -1.600267e+01   -6.513537e-01    4.124389e-01 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)            nrbc         bbymale  enrollment_age imrbthwghtg_all 
   37.104952677    -0.071686608    -1.422062166    -0.188957156     0.001502724 
    gestage_all     evercigpreg           alpha         deliver 
   -1.218226506     1.436473431     1.447883376     2.346577083 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)            nrbc         bbymale  enrollment_age imrbthwghtg_all 
  -7.2823683546   -0.0524266931    0.0680730407    0.0221686574    0.0005349071 
    gestage_all     evercigpreg           alpha         deliver 
  -0.2598088685    3.6704191818    4.4369725913    0.4895405715 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)            nrbc         bbymale  enrollment_age imrbthwghtg_all 
  -5.724016e+00    7.522642e-03   -5.527346e-01   -5.659243e-02    8.583388e-04 
    gestage_all     evercigpreg           alpha         deliver 
  -1.053424e-01   -1.668401e+01   -5.464869e-01    7.797236e-01 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)            nrbc         bbymale  enrollment_age imrbthwghtg_all 
  -13.701608090    -0.016612523     1.802704346     0.135039112     0.001678428 
    gestage_all     evercigpreg           alpha         deliver 
   -0.225348094   -14.057830398     3.289146459    -1.960702426 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)            nrbc         bbymale  enrollment_age imrbthwghtg_all 
  -2.883067e+01   -7.785697e-02    1.089531e+00    7.139962e-02   -9.466337e-04 
    gestage_all     evercigpreg           alpha         deliver 
   5.446175e-01    4.767998e+00    1.904981e+00   -5.616331e-01 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)            nrbc         bbymale  enrollment_age imrbthwghtg_all 
  -1.375300e+01   -8.418697e-02    1.187746e+00    3.540512e-02   -3.667627e-04 
    gestage_all     evercigpreg           alpha         deliver 
   2.336260e-01   -2.268494e+00   -3.566474e-01   -2.718185e-01 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)            nrbc         bbymale  enrollment_age imrbthwghtg_all 
  -0.4191392444   -0.0068799937   -0.1463427200   -0.0840959816   -0.0002806454 
    gestage_all     evercigpreg           alpha         deliver 
   0.0150687846   -0.8754271043   -0.0612990810    0.5404548433 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)            nrbc         bbymale  enrollment_age imrbthwghtg_all 
  -0.4191392444   -0.0068799937   -0.1463427200   -0.0840959816   -0.0002806454 
    gestage_all     evercigpreg           alpha         deliver 
   0.0150687846   -0.8754271043   -0.0612990810    0.5404548433 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)            nrbc         bbymale  enrollment_age imrbthwghtg_all 
   1.041390e+01   -3.594052e-02   -1.390412e+00   -1.144155e-01   -9.019655e-05 
    gestage_all     evercigpreg           alpha         deliver 
  -3.137388e-01   -2.189724e-01    3.807398e-01   -9.944169e-01 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)            nrbc         bbymale  enrollment_age imrbthwghtg_all 
  17.2885244403    0.0684969090    0.7636784781   -0.1359346046    0.0008182634 
    gestage_all     evercigpreg           alpha         deliver 
  -0.7204353707   -4.3378349039    0.7033766436    2.4981125189 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)            nrbc         bbymale  enrollment_age imrbthwghtg_all 
  -2.417711e+01   -5.326610e-03    1.789499e+00   -6.070094e-02   -5.778223e-04 
    gestage_all     evercigpreg           alpha         deliver 
   5.046440e-01    1.554874e+00   -9.742557e-01   -7.470620e-01 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)            nrbc         bbymale  enrollment_age imrbthwghtg_all 
  -6.0860869056    0.0139885614   -0.4628232696    0.0110840932    0.0003518227 
    gestage_all     evercigpreg           alpha         deliver 
   0.0155769197   -1.4487829515   -0.2908912462    0.4462290283 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)            nrbc         bbymale  enrollment_age imrbthwghtg_all 
  -6.0860869056    0.0139885614   -0.4628232696    0.0110840932    0.0003518227 
    gestage_all     evercigpreg           alpha         deliver 
   0.0155769197   -1.4487829515   -0.2908912462    0.4462290283 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)            nrbc         bbymale  enrollment_age imrbthwghtg_all 
   -7.192149984    -0.009121899     0.139703138    -0.078235255     0.000809176 
    gestage_all     evercigpreg           alpha         deliver 
   -0.247019640   -15.138239652     1.764522189     1.444820552 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)            nrbc         bbymale  enrollment_age imrbthwghtg_all 
    -4.88573326      0.08580070      1.04359464     -0.09748470      0.00217606 
    gestage_all     evercigpreg           alpha         deliver 
    -0.43554294     -6.02847137      3.80543846      2.03290137 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)            nrbc         bbymale  enrollment_age imrbthwghtg_all 
  -52.993552565    -0.032066891     1.174031362    -0.013687434    -0.006186194 
    gestage_all     evercigpreg           alpha         deliver 
    1.262702083     3.690100839     4.583410793     2.181891636 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)            nrbc         bbymale  enrollment_age imrbthwghtg_all 
  -2.157407e+01    2.947468e-03    6.704107e-01    2.190389e-04   -4.667579e-04 
    gestage_all     evercigpreg           alpha         deliver 
   1.033311e-01    2.426687e+00    4.310034e+00    1.048717e+00 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)            nrbc         bbymale  enrollment_age imrbthwghtg_all 
   -9.828290250    -0.059576207    -5.297240579    -0.056413702     0.005407934 
    gestage_all     evercigpreg           alpha         deliver 
   -0.747823324   -12.917859909     5.898936610     3.670816076 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)            nrbc         bbymale  enrollment_age imrbthwghtg_all 
  -1.834329e+01    2.869234e-02    1.196098e+00   -2.231964e-01   -2.093633e-04 
    gestage_all     evercigpreg           alpha         deliver 
   2.744022e-01    2.113784e-01    2.522128e+00   -3.214279e-01 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)            nrbc         bbymale  enrollment_age imrbthwghtg_all 
  -33.107701272     0.036106422     0.970358613    -0.092027116    -0.001473509 
    gestage_all     evercigpreg           alpha         deliver 
    0.493762813     1.528080314     4.289885638     1.695787955 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
colnames(rrbcell)=c("coef","pvalue","lower","upper")
fdr=round(p.adjust(rrbcell[,2],method = "BH"),3)
rrbcell=data.frame(microbe,rrbcell,fdr)
rrbcell=rrbcell[order(rrbcell[,3]),]
rrbcellfdr=rrbcell[which(rrbcell[,6]<0.3),]
rrbcellfdr
              microbe       coef     pvalue      lower      upper   fdr
3             Blautia 0.04587232 0.01207582 0.01005058 0.08169407 0.105
13     Flavonifractor 0.07556633 0.01721470 0.01338983 0.13774283 0.105
11 F__Lachnospiraceae 0.08422010 0.01966937 0.01345285 0.15498735 0.105

gran

options(warn = 2)
m=ncol(longidata)-2
n=nrow(longidata)
name=colnames(longidata)[-c(1,2)]
microbe=c()                            
rrbcell=data.frame()
for (k in 1:m) {
  y1=longidata[,k+2]
  y2=apply(longidata[,-c(1,2,k+2)],1,sum)
  fm=try({gee(cbind(y1,y2)~gran + bbymale + enrollment_age + imrbthwghtg_all +gestage_all+evercigpreg+alpha+deliver ,id=subject6w, data=longigran,family="binomial",corstr="exchangeable")},silent = T)
  if (inherits(fm,"try-error")){
    next()
  }else{
    fm=gee(cbind(y1,y2)~gran + bbymale + enrollment_age + imrbthwghtg_all +gestage_all+evercigpreg+alpha+deliver ,id=subject6w, data=longigran,family="binomial",corstr="exchangeable")   
   a=summary(fm)
   r1=a$coefficients[2,1]
   r2=2*(1-pnorm(abs(a$coefficients[2,5])))
   r3= c(r1-1.96*a$coefficients[2,4],r1+ 1.96*a$coefficients[2,4])
   rr=round(c(r1,r2,r3),3)
   microbe=c(microbe,name[k])
    rrbcell=rbind(rrbcell,rr)
     }

}
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)            gran         bbymale  enrollment_age imrbthwghtg_all 
  -12.499913845     0.014034346     0.947279890    -0.198557458    -0.002209527 
    gestage_all     evercigpreg           alpha         deliver 
    0.430179749    -0.757597196     0.768495076    -1.200346192 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)            gran         bbymale  enrollment_age imrbthwghtg_all 
   -9.570103837    -0.031060442    -1.720378842    -0.048355174    -0.001167075 
    gestage_all     evercigpreg           alpha         deliver 
    0.227829691    -2.187595724    -0.193960955     2.118953462 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)            gran         bbymale  enrollment_age imrbthwghtg_all 
   -9.570103837    -0.031060442    -1.720378842    -0.048355174    -0.001167075 
    gestage_all     evercigpreg           alpha         deliver 
    0.227829691    -2.187595724    -0.193960955     2.118953462 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)            gran         bbymale  enrollment_age imrbthwghtg_all 
  -8.8223389732   -0.0448414632    1.2131332365   -0.2717421068   -0.0007580159 
    gestage_all     evercigpreg           alpha         deliver 
   0.2897614109   -1.6662839732    2.7366898689   -1.2906232327 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)            gran         bbymale  enrollment_age imrbthwghtg_all 
  -32.847024416    -0.053836694    -0.050084304     0.338618974     0.002312858 
    gestage_all     evercigpreg           alpha         deliver 
    0.221941271    -2.724494785     2.630166777    -3.643503116 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)            gran         bbymale  enrollment_age imrbthwghtg_all 
  -4.243388e+00    4.249253e-02   -9.238624e-01    7.418613e-02   -8.208246e-04 
    gestage_all     evercigpreg           alpha         deliver 
  -1.951696e-01   -1.533941e+01    3.070231e-01    5.247325e-01 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)            gran         bbymale  enrollment_age imrbthwghtg_all 
  -7.2980759544   -0.0485374211    0.2870044961   -0.0080227650    0.0005285614 
    gestage_all     evercigpreg           alpha         deliver 
  -0.0633711557   -1.1446051183    2.8955227924    0.2100514480 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)            gran         bbymale  enrollment_age imrbthwghtg_all 
  -7.2980759544   -0.0485374211    0.2870044961   -0.0080227650    0.0005285614 
    gestage_all     evercigpreg           alpha         deliver 
  -0.0633711557   -1.1446051183    2.8955227924    0.2100514480 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)            gran         bbymale  enrollment_age imrbthwghtg_all 
  -11.445868510    -0.013970317     1.276318581     0.001662562    -0.001209822 
    gestage_all     evercigpreg           alpha         deliver 
    0.084511471    -0.127451680     1.943604751    -0.784464926 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)            gran         bbymale  enrollment_age imrbthwghtg_all 
  -1.254409e+01   -8.544033e-02    2.253481e-01   -6.766799e-01   -8.374036e-04 
    gestage_all     evercigpreg           alpha         deliver 
   5.061513e-01   -1.787222e+01    2.746651e+00    3.022146e+00 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)            gran         bbymale  enrollment_age imrbthwghtg_all 
  -1.254515e+01   -1.104294e-02   -2.190720e-01   -8.466198e-02   -2.898395e-04 
    gestage_all     evercigpreg           alpha         deliver 
   1.981701e-01   -1.664648e+01   -5.523579e-01    7.457202e-01 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)            gran         bbymale  enrollment_age imrbthwghtg_all 
  -26.809487978    -0.075773767    -1.760417417    -0.304097491    -0.002563358 
    gestage_all     evercigpreg           alpha         deliver 
    0.927275838   -16.919032120     0.743876585    -0.308236894 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)            gran         bbymale  enrollment_age imrbthwghtg_all 
    6.427356690     0.004164532    -0.368549621     0.006760011     0.000554279 
    gestage_all     evercigpreg           alpha         deliver 
   -0.184522633    -0.282569355    -0.858222093    -1.196837539 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)            gran         bbymale  enrollment_age imrbthwghtg_all 
    6.427356690     0.004164532    -0.368549621     0.006760011     0.000554279 
    gestage_all     evercigpreg           alpha         deliver 
   -0.184522633    -0.282569355    -0.858222093    -1.196837539 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)            gran         bbymale  enrollment_age imrbthwghtg_all 
  -5.0130233695    0.0301880036    0.0649378099    0.0970068670   -0.0003475302 
    gestage_all     evercigpreg           alpha         deliver 
   0.0344296390    0.0472586810   -0.5349591319   -0.6927519182 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)            gran         bbymale  enrollment_age imrbthwghtg_all 
  -5.0130233695    0.0301880036    0.0649378099    0.0970068670   -0.0003475302 
    gestage_all     evercigpreg           alpha         deliver 
   0.0344296390    0.0472586810   -0.5349591319   -0.6927519182 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)            gran         bbymale  enrollment_age imrbthwghtg_all 
  -6.0500468719   -0.0126831643    0.1492747428   -0.1274931257    0.0001846079 
    gestage_all     evercigpreg           alpha         deliver 
   0.0951527838   -0.6243964399    1.5935906887    0.9052523358 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)            gran         bbymale  enrollment_age imrbthwghtg_all 
  -6.0500468719   -0.0126831643    0.1492747428   -0.1274931257    0.0001846079 
    gestage_all     evercigpreg           alpha         deliver 
   0.0951527838   -0.6243964399    1.5935906887    0.9052523358 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)            gran         bbymale  enrollment_age imrbthwghtg_all 
   -7.449245329     0.053261125    -0.691434811    -0.229245342    -0.002076034 
    gestage_all     evercigpreg           alpha         deliver 
    0.274851667    -0.704375563    -0.410255542    -0.392171206 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)            gran         bbymale  enrollment_age imrbthwghtg_all 
  -10.785067044     0.004647947    -0.748073829    -0.014160445     0.001126094 
    gestage_all     evercigpreg           alpha         deliver 
   -0.055671582    -2.051925328     2.279496337    -1.915244133 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)            gran         bbymale  enrollment_age imrbthwghtg_all 
   -18.92673200     -0.03230021      0.23071654     -0.11762091     -0.00060177 
    gestage_all     evercigpreg           alpha         deliver 
     0.31261118    -16.27610983      0.66711002      0.91893315 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)            gran         bbymale  enrollment_age imrbthwghtg_all 
    1.346368743     0.029764368     0.502887688     0.082091281    -0.000977069 
    gestage_all     evercigpreg           alpha         deliver 
   -0.250042242     1.937749334     1.194349147    -0.851127150 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)            gran         bbymale  enrollment_age imrbthwghtg_all 
  -1.870463e+01   -6.731000e-03   -1.159617e+00   -1.598739e-01   -8.595843e-04 
    gestage_all     evercigpreg           alpha         deliver 
   3.815194e-01    6.268061e-01    5.792134e-01    3.559047e+00 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)            gran         bbymale  enrollment_age imrbthwghtg_all 
  -13.217693333    -0.042895039     0.687396467     0.034848648    -0.001445412 
    gestage_all     evercigpreg           alpha         deliver 
    0.403197801     0.208894459    -0.023569941    -0.293372312 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)            gran         bbymale  enrollment_age imrbthwghtg_all 
  -13.217693333    -0.042895039     0.687396467     0.034848648    -0.001445412 
    gestage_all     evercigpreg           alpha         deliver 
    0.403197801     0.208894459    -0.023569941    -0.293372312 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)            gran         bbymale  enrollment_age imrbthwghtg_all 
  -0.9477259367    0.0308517310   -0.5279794293   -0.0425750035   -0.0009977451 
    gestage_all     evercigpreg           alpha         deliver 
  -0.0719604834    0.7360275148    1.3869017137    0.6452625069 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)            gran         bbymale  enrollment_age imrbthwghtg_all 
  -0.9477259367    0.0308517310   -0.5279794293   -0.0425750035   -0.0009977451 
    gestage_all     evercigpreg           alpha         deliver 
  -0.0719604834    0.7360275148    1.3869017137    0.6452625069 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)            gran         bbymale  enrollment_age imrbthwghtg_all 
  -22.604585030     0.005530814    -0.347666518    -0.207091619    -0.001287833 
    gestage_all     evercigpreg           alpha         deliver 
    0.735460934    -2.429839512    -0.726166070     1.980624190 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)            gran         bbymale  enrollment_age imrbthwghtg_all 
  -22.604585030     0.005530814    -0.347666518    -0.207091619    -0.001287833 
    gestage_all     evercigpreg           alpha         deliver 
    0.735460934    -2.429839512    -0.726166070     1.980624190 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)            gran         bbymale  enrollment_age imrbthwghtg_all 
  -1.548732e+01    2.021956e-02    1.163831e-01   -1.011159e-01    3.596973e-04 
    gestage_all     evercigpreg           alpha         deliver 
   9.272761e-02    2.825979e+00    2.937975e+00    1.872956e-01 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)            gran         bbymale  enrollment_age imrbthwghtg_all 
   20.266848401     0.056649430    -3.284384537    -0.413542507     0.003429647 
    gestage_all     evercigpreg           alpha         deliver 
   -0.883991111    -1.715135663     1.221073434     2.941527120 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)            gran         bbymale  enrollment_age imrbthwghtg_all 
  -1.639572e+01   -1.584534e-01    7.795117e+00   -1.974561e-01    3.697998e-04 
    gestage_all     evercigpreg           alpha         deliver 
   1.828397e-01   -1.184516e+01    6.564654e+00   -5.800019e+00 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)            gran         bbymale  enrollment_age imrbthwghtg_all 
  -12.865201430     0.115429564    -0.465365404     0.079120612    -0.001186226 
    gestage_all     evercigpreg           alpha         deliver 
    0.044513944    -0.379557039    -0.615240502    -1.043343869 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)            gran         bbymale  enrollment_age imrbthwghtg_all 
  -5.886265e+01    1.029635e-01   -2.348108e+00   -1.241746e-01   -6.608564e-05 
    gestage_all     evercigpreg           alpha         deliver 
   9.720072e-01    4.277567e+00    5.115608e+00    1.023595e+00 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)            gran         bbymale  enrollment_age imrbthwghtg_all 
  -1.916149e+01    1.717142e-02   -1.009686e+00    1.061249e-01    3.480077e-04 
    gestage_all     evercigpreg           alpha         deliver 
   8.533963e-02   -1.503825e+01   -7.067585e-01    2.201562e-01 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)            gran         bbymale  enrollment_age imrbthwghtg_all 
  -5.388913e+00    3.884966e-03   -2.771770e-01   -1.224417e-01   -5.910726e-06 
    gestage_all     evercigpreg           alpha         deliver 
  -1.801835e-02   -1.030947e+00    1.465331e+00    2.931017e-01 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)            gran         bbymale  enrollment_age imrbthwghtg_all 
  -14.364731974    -0.101054103     2.518263817    -0.191429532    -0.001647237 
    gestage_all     evercigpreg           alpha         deliver 
    0.493928529     0.233485833     3.001173552    -3.362153347 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)            gran         bbymale  enrollment_age imrbthwghtg_all 
  -1.567491e+01   -2.026923e-02   -8.297028e-01   -1.454511e-01   -8.486994e-04 
    gestage_all     evercigpreg           alpha         deliver 
   4.821792e-01   -1.434471e+00    5.776984e-02    6.716791e-01 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)            gran         bbymale  enrollment_age imrbthwghtg_all 
  -1.567491e+01   -2.026923e-02   -8.297028e-01   -1.454511e-01   -8.486994e-04 
    gestage_all     evercigpreg           alpha         deliver 
   4.821792e-01   -1.434471e+00    5.776984e-02    6.716791e-01 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)            gran         bbymale  enrollment_age imrbthwghtg_all 
  -1.063592e+01    1.599472e-02    2.329012e-01   -9.117908e-02   -8.579276e-04 
    gestage_all     evercigpreg           alpha         deliver 
   3.213494e-01    1.369722e+00   -5.336080e-01    5.197458e-01 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)            gran         bbymale  enrollment_age imrbthwghtg_all 
  -1.063592e+01    1.599472e-02    2.329012e-01   -9.117908e-02   -8.579276e-04 
    gestage_all     evercigpreg           alpha         deliver 
   3.213494e-01    1.369722e+00   -5.336080e-01    5.197458e-01 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)            gran         bbymale  enrollment_age imrbthwghtg_all 
   7.1310931039    0.0005118757    0.9350735509   -0.0245111975    0.0005882330 
    gestage_all     evercigpreg           alpha         deliver 
  -0.2455003306   -0.9274081239   -1.8214525342    0.5070308391 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)            gran         bbymale  enrollment_age imrbthwghtg_all 
   7.1310931039    0.0005118757    0.9350735509   -0.0245111975    0.0005882330 
    gestage_all     evercigpreg           alpha         deliver 
  -0.2455003306   -0.9274081239   -1.8214525342    0.5070308391 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)            gran         bbymale  enrollment_age imrbthwghtg_all 
  -0.0954909963    0.0034257519    0.3808800279   -0.0675324602    0.0006603196 
    gestage_all     evercigpreg           alpha         deliver 
  -0.2115314900   -3.3449465690    1.3177597651   -1.7784689778 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)            gran         bbymale  enrollment_age imrbthwghtg_all 
   12.051495750    -0.025625928     0.630203524    -0.005916405     0.003304223 
    gestage_all     evercigpreg           alpha         deliver 
   -1.042820112     3.459905022     2.249602479     0.944992026 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)            gran         bbymale  enrollment_age imrbthwghtg_all 
  -6.2694691250   -0.0354074041   -0.2693497213    0.0114391433   -0.0001614303 
    gestage_all     evercigpreg           alpha         deliver 
   0.1254402175   -2.9257985535   -1.0050952482    1.0209651788 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)            gran         bbymale  enrollment_age imrbthwghtg_all 
  -6.2694691250   -0.0354074041   -0.2693497213    0.0114391433   -0.0001614303 
    gestage_all     evercigpreg           alpha         deliver 
   0.1254402175   -2.9257985535   -1.0050952482    1.0209651788 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)            gran         bbymale  enrollment_age imrbthwghtg_all 
   28.701414506    -0.081474819    -1.181468543    -0.036800631     0.001448576 
    gestage_all     evercigpreg           alpha         deliver 
   -1.028737363    -1.918217019     1.620167314     2.899189836 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)            gran         bbymale  enrollment_age imrbthwghtg_all 
   -7.330912720     0.004135594    -0.101112092     0.046611026     0.001175760 
    gestage_all     evercigpreg           alpha         deliver 
   -0.089275962    -0.693349690     1.218518028    -0.143264318 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)            gran         bbymale  enrollment_age imrbthwghtg_all 
   -7.330912720     0.004135594    -0.101112092     0.046611026     0.001175760 
    gestage_all     evercigpreg           alpha         deliver 
   -0.089275962    -0.693349690     1.218518028    -0.143264318 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)            gran         bbymale  enrollment_age imrbthwghtg_all 
   -7.621763999    -0.009411382     1.169342016     0.061193418     0.001493423 
    gestage_all     evercigpreg           alpha         deliver 
   -0.301109843    -0.545006359     2.733656240    -0.040278082 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)            gran         bbymale  enrollment_age imrbthwghtg_all 
  -6.0547212093    0.0352746852    1.8979409913    0.0216298807   -0.0005323652 
    gestage_all     evercigpreg           alpha         deliver 
  -0.1058997921    2.9759865018    2.3922488559   -0.6255992210 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)            gran         bbymale  enrollment_age imrbthwghtg_all 
  -6.0547212093    0.0352746852    1.8979409913    0.0216298807   -0.0005323652 
    gestage_all     evercigpreg           alpha         deliver 
  -0.1058997921    2.9759865018    2.3922488559   -0.6255992210 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)            gran         bbymale  enrollment_age imrbthwghtg_all 
  -10.126666515     0.019338981    -0.188495569     0.139761081    -0.000473786 
    gestage_all     evercigpreg           alpha         deliver 
   -0.143467498    -0.061440671     0.673573689     0.782283160 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)            gran         bbymale  enrollment_age imrbthwghtg_all 
   1.193100e+01   -6.720934e-02    9.163823e-01   -9.130738e-02   -4.690792e-05 
    gestage_all     evercigpreg           alpha         deliver 
  -3.488214e-01   -1.405582e-01    2.107234e-01    9.389742e-01 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)            gran         bbymale  enrollment_age imrbthwghtg_all 
   1.193100e+01   -6.720934e-02    9.163823e-01   -9.130738e-02   -4.690792e-05 
    gestage_all     evercigpreg           alpha         deliver 
  -3.488214e-01   -1.405582e-01    2.107234e-01    9.389742e-01 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)            gran         bbymale  enrollment_age imrbthwghtg_all 
  -35.495963645     0.036830155     1.433855074     0.086484033    -0.000420721 
    gestage_all     evercigpreg           alpha         deliver 
    0.474382897    -2.486877112     3.352408582     0.593991785 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)            gran         bbymale  enrollment_age imrbthwghtg_all 
  -1.086389e+01   -1.547041e-01   -3.114003e+00   -2.621503e-01    5.665194e-04 
    gestage_all     evercigpreg           alpha         deliver 
   3.070088e-01   -1.875019e+01    1.645299e+00    1.806299e+00 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)            gran         bbymale  enrollment_age imrbthwghtg_all 
  -1.655957e+01   -5.639444e-02   -1.067545e+00   -9.021781e-03    9.158042e-04 
    gestage_all     evercigpreg           alpha         deliver 
   2.131435e-01   -2.980192e+00   -1.916557e-01   -3.994562e-02 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)            gran         bbymale  enrollment_age imrbthwghtg_all 
  -1.971631e+01    3.768709e-02    3.973059e-01   -6.629834e-02   -6.235361e-04 
    gestage_all     evercigpreg           alpha         deliver 
   2.898059e-01   -1.508447e+01    3.473279e+00   -2.068435e+00 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)            gran         bbymale  enrollment_age imrbthwghtg_all 
   2.070088e+00    5.933442e-03   -1.322232e+00   -1.349870e-01    7.589877e-04 
    gestage_all     evercigpreg           alpha         deliver 
  -3.916865e-01   -1.706878e+01    2.001455e+00    2.345385e+00 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)            gran         bbymale  enrollment_age imrbthwghtg_all 
    7.737545801     0.045888422    -1.353212802    -0.030521914     0.001697341 
    gestage_all     evercigpreg           alpha         deliver 
   -0.517060775    -0.448360723    -0.880950244     0.441617810 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)            gran         bbymale  enrollment_age imrbthwghtg_all 
    7.737545801     0.045888422    -1.353212802    -0.030521914     0.001697341 
    gestage_all     evercigpreg           alpha         deliver 
   -0.517060775    -0.448360723    -0.880950244     0.441617810 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)            gran         bbymale  enrollment_age imrbthwghtg_all 
  -5.2455108480   -0.0568749052    1.6856644985    0.0566659685   -0.0006362745 
    gestage_all     evercigpreg           alpha         deliver 
   0.0576260280   -1.8713056945    0.5986517834   -3.4823813577 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)            gran         bbymale  enrollment_age imrbthwghtg_all 
  -1.732941e+01    2.510778e-02    5.281467e-01   -2.173715e-02   -7.098416e-04 
    gestage_all     evercigpreg           alpha         deliver 
   1.358088e-01    2.362510e+00    2.944514e+00    7.916129e-01 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)            gran         bbymale  enrollment_age imrbthwghtg_all 
  -24.553294564    -0.009202853    -1.090581561     0.215555614    -0.002960496 
    gestage_all     evercigpreg           alpha         deliver 
    0.695346148     0.152973369    -1.077664927    -2.222777731 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)            gran         bbymale  enrollment_age imrbthwghtg_all 
   20.814063832     0.197575557     0.541502012    -0.174075570     0.002323278 
    gestage_all     evercigpreg           alpha         deliver 
   -1.228298353   -11.220075567     0.251037412    -0.356113445 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)            gran         bbymale  enrollment_age imrbthwghtg_all 
  -4.2940183990   -0.0167351453   -0.4309665728   -0.0539477307    0.0005556938 
    gestage_all     evercigpreg           alpha         deliver 
   0.0446219160   -0.6471723147   -0.4465694062    0.1383992539 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)            gran         bbymale  enrollment_age imrbthwghtg_all 
  -4.2940183990   -0.0167351453   -0.4309665728   -0.0539477307    0.0005556938 
    gestage_all     evercigpreg           alpha         deliver 
   0.0446219160   -0.6471723147   -0.4465694062    0.1383992539 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)            gran         bbymale  enrollment_age imrbthwghtg_all 
  12.6101646707    0.0391029079   -0.7060147810    0.0336241938   -0.0004835811 
    gestage_all     evercigpreg           alpha         deliver 
  -0.6152307120    0.3880233625    0.8909978699    0.3819426885 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)            gran         bbymale  enrollment_age imrbthwghtg_all 
   60.746089566     0.142750386     2.606433902    -0.456306943     0.005362476 
    gestage_all     evercigpreg           alpha         deliver 
   -2.180142213     2.317625162     2.129139866    -3.421363508 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)            gran         bbymale  enrollment_age imrbthwghtg_all 
   7.513719e+00    3.543893e-02   -1.295665e+00    2.084253e-02    4.315365e-04 
    gestage_all     evercigpreg           alpha         deliver 
  -5.105198e-01   -1.617995e+01    1.242126e+00   -1.009047e-01 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)            gran         bbymale  enrollment_age imrbthwghtg_all 
  -12.608969135    -0.001897632    -0.286626777     0.037088346    -0.001523202 
    gestage_all     evercigpreg           alpha         deliver 
    0.250319133   -14.788018726    -0.099394765    -2.291691107 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)            gran         bbymale  enrollment_age imrbthwghtg_all 
   31.019628999     0.059863206     0.239833194    -0.282987699     0.002350464 
    gestage_all     evercigpreg           alpha         deliver 
   -1.402703309     1.378542535     0.852569510     4.402570683 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)            gran         bbymale  enrollment_age imrbthwghtg_all 
  -15.230567140     0.004986167    -1.435306879    -0.228998191    -0.001599330 
    gestage_all     evercigpreg           alpha         deliver 
    0.262798929    -0.903243136     2.962456331     2.196816834 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)            gran         bbymale  enrollment_age imrbthwghtg_all 
    3.841578979    -0.016245068    -0.517488696     0.089430988     0.002062289 
    gestage_all     evercigpreg           alpha         deliver 
   -0.339629294    -6.490822909     0.400338567    -4.666901632 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)            gran         bbymale  enrollment_age imrbthwghtg_all 
  -40.086267625    -0.051889833     0.927010919     0.221469339     0.001339586 
    gestage_all     evercigpreg           alpha         deliver 
    0.499193059   -15.204813114     2.582675520    -2.876359269 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)            gran         bbymale  enrollment_age imrbthwghtg_all 
  -27.481309127    -0.023256988     1.301403046    -0.069168599    -0.001689545 
    gestage_all     evercigpreg           alpha         deliver 
    0.523409014     0.020886412     2.343383210    -0.789170121 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)            gran         bbymale  enrollment_age imrbthwghtg_all 
    30.62567042      0.04619451     -0.15738487     -0.23558793      0.00212292 
    gestage_all     evercigpreg           alpha         deliver 
    -1.12381520     -3.90965839      2.80968729     -0.42118822 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)            gran         bbymale  enrollment_age imrbthwghtg_all 
  -6.667312e-01    9.738668e-02    9.781216e-01   -9.442271e-04   -2.656280e-03 
    gestage_all     evercigpreg           alpha         deliver 
   7.726864e-03   -1.172751e+01   -1.882048e+00   -3.027537e+00 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)            gran         bbymale  enrollment_age imrbthwghtg_all 
   37.173283153    -0.070721394    -2.212962125    -0.232071895    -0.001293438 
    gestage_all     evercigpreg           alpha         deliver 
   -0.644709662    -1.551787529    -2.779984476     0.216507246 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)            gran         bbymale  enrollment_age imrbthwghtg_all 
   -7.292308300     0.056603326     4.374772448    -0.276668058    -0.001405631 
    gestage_all     evercigpreg           alpha         deliver 
    0.194813744   -15.880699209    -0.642072873     0.181735156 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)            gran         bbymale  enrollment_age imrbthwghtg_all 
   32.990414858     0.038509460    -1.100695953    -0.165629102     0.001380453 
    gestage_all     evercigpreg           alpha         deliver 
   -1.178602722     0.461117232     1.244730068     2.266037949 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)            gran         bbymale  enrollment_age imrbthwghtg_all 
  -9.9684838639    0.0284136169    0.3833672655    0.0464358764    0.0004190544 
    gestage_all     evercigpreg           alpha         deliver 
  -0.2447989456    2.4909240902    4.2165140976    0.5571438061 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)            gran         bbymale  enrollment_age imrbthwghtg_all 
  -4.718854e+00   -2.046047e-02   -4.893213e-01   -6.144682e-02    8.929979e-04 
    gestage_all     evercigpreg           alpha         deliver 
  -1.038152e-01   -1.697228e+01   -5.275870e-01    7.933878e-01 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)            gran         bbymale  enrollment_age imrbthwghtg_all 
  -12.290627712     0.047839655     1.880792921     0.147308301     0.001610243 
    gestage_all     evercigpreg           alpha         deliver 
   -0.326825387   -13.592102116     3.173197394    -2.061011404 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)            gran         bbymale  enrollment_age imrbthwghtg_all 
  -36.272810402     0.060392114     2.158417286     0.095483885    -0.001112882 
    gestage_all     evercigpreg           alpha         deliver 
    0.602435412     4.963868018     1.639613234    -0.010057204 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)            gran         bbymale  enrollment_age imrbthwghtg_all 
  -1.186001e+01    2.258687e-02    9.747202e-01    4.431931e-02   -1.064813e-04 
    gestage_all     evercigpreg           alpha         deliver 
   1.070846e-01   -1.607293e+00   -3.876425e-01   -7.950021e-02 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)            gran         bbymale  enrollment_age imrbthwghtg_all 
  -1.186001e+01    2.258687e-02    9.747202e-01    4.431931e-02   -1.064813e-04 
    gestage_all     evercigpreg           alpha         deliver 
   1.070846e-01   -1.607293e+00   -3.876425e-01   -7.950021e-02 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)            gran         bbymale  enrollment_age imrbthwghtg_all 
  -0.1835015217   -0.0219069756   -0.1273739188   -0.0912414394   -0.0001694342 
    gestage_all     evercigpreg           alpha         deliver 
   0.0286693132   -1.2838488938   -0.0766999997    0.6636415104 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)            gran         bbymale  enrollment_age imrbthwghtg_all 
  -0.1835015217   -0.0219069756   -0.1273739188   -0.0912414394   -0.0001694342 
    gestage_all     evercigpreg           alpha         deliver 
   0.0286693132   -1.2838488938   -0.0766999997    0.6636415104 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)            gran         bbymale  enrollment_age imrbthwghtg_all 
  -28.907991493    -0.046839310     1.894460281    -0.019748523    -0.001386863 
    gestage_all     evercigpreg           alpha         deliver 
    0.598020081   -15.511448009     2.764325199    -1.115663204 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)            gran         bbymale  enrollment_age imrbthwghtg_all 
   1.069666e+01   -1.410190e-05   -1.488544e+00   -1.135353e-01    7.936649e-05 
    gestage_all     evercigpreg           alpha         deliver 
  -3.428476e-01   -1.503903e+00    3.214808e-01   -9.062384e-01 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)            gran         bbymale  enrollment_age imrbthwghtg_all 
  18.1577256157   -0.0520884744    0.7489498984   -0.1639819343    0.0007228316 
    gestage_all     evercigpreg           alpha         deliver 
  -0.6258986931   -3.6178763624    0.7087399590    2.4985474941 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)            gran         bbymale  enrollment_age imrbthwghtg_all 
  -18.588257569    -0.059955492     1.218031558    -0.614591184     0.002604071 
    gestage_all     evercigpreg           alpha         deliver 
    0.124904716   -15.227475965     4.461608338     3.864972824 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)            gran         bbymale  enrollment_age imrbthwghtg_all 
  -30.474044315     0.126965933     2.425550163    -0.051546149    -0.001327047 
    gestage_all     evercigpreg           alpha         deliver 
    0.542339094     2.973282853    -1.034095156    -1.076490488 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)            gran         bbymale  enrollment_age imrbthwghtg_all 
  -6.4013712690    0.0091692310   -0.4554338216    0.0124690992    0.0002727766 
    gestage_all     evercigpreg           alpha         deliver 
   0.0212201514   -1.0780910115   -0.2723991675    0.3912465579 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)            gran         bbymale  enrollment_age imrbthwghtg_all 
  -6.4013712690    0.0091692310   -0.4554338216    0.0124690992    0.0002727766 
    gestage_all     evercigpreg           alpha         deliver 
   0.0212201514   -1.0780910115   -0.2723991675    0.3912465579 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)            gran         bbymale  enrollment_age imrbthwghtg_all 
  -5.696487e+00    6.904121e-02    1.310215e-01   -4.769521e-02    7.040566e-04 
    gestage_all     evercigpreg           alpha         deliver 
  -3.862823e-01   -1.432772e+01    1.655475e+00    1.229986e+00 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)            gran         bbymale  enrollment_age imrbthwghtg_all 
   11.111373160    -0.040754092    -3.196516148     0.074428778     0.005027186 
    gestage_all     evercigpreg           alpha         deliver 
   -1.231406189   -14.933031537     3.942818471     3.598110125 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)            gran         bbymale  enrollment_age imrbthwghtg_all 
  -31.305090694     0.012544896     0.947614007    -0.241868287    -0.001113199 
    gestage_all     evercigpreg           alpha         deliver 
    0.723406161    -3.407109903     0.473447925     1.858273072 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)            gran         bbymale  enrollment_age imrbthwghtg_all 
   -3.749319207     0.079385248     0.802066707    -0.023505085     0.001756833 
    gestage_all     evercigpreg           alpha         deliver 
   -0.522507834    -1.690711408     3.260617333     1.389100558 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)            gran         bbymale  enrollment_age imrbthwghtg_all 
  -55.197084218    -0.009393610     1.553511694     0.010693256    -0.005709083 
    gestage_all     evercigpreg           alpha         deliver 
    1.261172279     2.928207692     4.281441980     2.549035939 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)            gran         bbymale  enrollment_age imrbthwghtg_all 
  -6.403536e+01    3.437896e-02    1.322022e+00   -1.813505e-01    1.673657e-04 
    gestage_all     evercigpreg           alpha         deliver 
   1.260445e+00   -1.344896e+01    4.045034e+00   -5.443811e-01 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)            gran         bbymale  enrollment_age imrbthwghtg_all 
  -2.125010e+01    2.073507e-02    6.463187e-01   -1.328263e-04   -5.890811e-04 
    gestage_all     evercigpreg           alpha         deliver 
   7.678444e-02    2.904577e+00    4.391341e+00    9.670826e-01 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)            gran         bbymale  enrollment_age imrbthwghtg_all 
   -5.633561595    -0.092129929    -3.573232795     0.043033344     0.004613252 
    gestage_all     evercigpreg           alpha         deliver 
   -0.700638849   -17.161890976     4.946855094     3.101215000 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)            gran         bbymale  enrollment_age imrbthwghtg_all 
  -1.699863e+01   -1.136057e-02    1.172925e+00   -2.163880e-01   -3.229502e-04 
    gestage_all     evercigpreg           alpha         deliver 
   2.739043e-01    8.460277e-01    2.532626e+00   -5.595183e-01 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
    (Intercept)            gran         bbymale  enrollment_age imrbthwghtg_all 
   -30.16852799      0.04788359      0.75747661     -0.09432136     -0.00193148 
    gestage_all     evercigpreg           alpha         deliver 
     0.38851405      3.50509435      4.84290840      1.25203782 
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
Beginning Cgee S-function, @(#) geeformula.q 4.13 98/01/27
running glm to get initial regression estimate
colnames(rrbcell)=c("coef","pvalue","lower","upper")
fdr=round(p.adjust(rrbcell[,2],method = "BH"),3)
rrbcell=data.frame(microbe,rrbcell,fdr)
rrbcell=rrbcell[order(rrbcell[,3]),]
rrbcellfdr=rrbcell[which(rrbcell[,6]<0.4),]
rrbcellfdr
           microbe   coef pvalue  lower  upper   fdr
4  Bifidobacterium  0.029  0.002  0.010  0.048 0.040
2     Anaerostipes -0.050  0.020 -0.093 -0.008 0.200
15  Flavonifractor -0.065  0.037 -0.127 -0.004 0.247

sessionInfo()
R version 4.1.2 (2021-11-01)
Platform: x86_64-w64-mingw32/x64 (64-bit)
Running under: Windows 10 x64 (build 19043)

Matrix products: default

locale:
[1] LC_COLLATE=English_United States.1252 
[2] LC_CTYPE=English_United States.1252   
[3] LC_MONETARY=English_United States.1252
[4] LC_NUMERIC=C                          
[5] LC_TIME=English_United States.1252    

attached base packages:
[1] stats     graphics  grDevices utils     datasets  methods   base     

other attached packages:
[1] gee_4.13-23     vegan_2.6-2     lattice_0.20-45 permute_0.9-7  

loaded via a namespace (and not attached):
 [1] Rcpp_1.0.9       pillar_1.8.0     compiler_4.1.2   bslib_0.4.0     
 [5] later_1.3.0      jquerylib_0.1.4  git2r_0.30.1     highr_0.9       
 [9] workflowr_1.7.0  tools_4.1.2      digest_0.6.29    nlme_3.1-153    
[13] jsonlite_1.8.0   evaluate_0.15    lifecycle_1.0.1  tibble_3.1.7    
[17] mgcv_1.8-38      pkgconfig_2.0.3  rlang_1.0.4      Matrix_1.3-4    
[21] cli_3.3.0        rstudioapi_0.13  parallel_4.1.2   yaml_2.3.5      
[25] xfun_0.31        fastmap_1.1.0    cluster_2.1.2    stringr_1.4.0   
[29] knitr_1.39       fs_1.5.2         vctrs_0.4.1      sass_0.4.2      
[33] grid_4.1.2       rprojroot_2.0.3  glue_1.6.2       R6_2.5.1        
[37] fansi_1.0.3      rmarkdown_2.14   magrittr_2.0.3   splines_4.1.2   
[41] MASS_7.3-54      promises_1.2.0.1 ellipsis_0.3.2   htmltools_0.5.2 
[45] httpuv_1.6.5     utf8_1.2.2       stringi_1.7.6    cachem_1.0.6