Multiple outcomes of a randomized study to reduce post-traumatic stress.
fdd
is a data frame with 52 rows and 65 columns:
Client number
Treatment (E=EMDR, C=CBT)
Per protocol (Y/N)
Number of parental treatments
Sex: M/F
Ethnicity: NL/OTHER
Age (years)
Trauma count (1-5)
PROPS total score T1
PROPS total score T2
PROPS total score T3
CROPS total score T1
CROPS total score T2
CROPS total score T3
MASC score T1
MASC score T2
MASC score T3
CBCL T1
CBCL T3
PRS total score T1
PRS total score T2
PRS total score T3
PTSD-RI B intrusive recollection parent T1
PTSD-RI C avoidant/numbing parent T1
PTSD-RI D hyper-arousal parent T1
PTSD-RI B+C+D parent T1
PTSD-RI B intrusive recollection parent T2
PTSD-RI C avoidant/numbing parent T2
PTSD-RI D hyper-arousal parent T2
PTSD-RI B+C+D parent T1
PTSD-RI B intrusive recollection parent T3
PTSD-RI C avoidant/numbing parent T3
PTSD-RI D hyper-arousal parent T3
PTSD-RI B+C+D parent T3
PTSD-RI B intrusive recollection child T1
PTSD-RI C avoidant/numbing child T1
PTSD-RI D hyper-arousal child T1
PTSD-RI B+C+D child T1
PTSD-RI B intrusive recollection child T2
PTSD-RI C avoidant/numbing child T2
PTSD-RI D hyper-arousal child T2
PTSD-RI B+C+D child T2
PTSD-RI B intrusive recollection child T3
PTSD-RI C avoidant/numbing child T3
PTSD-RI D hyper-arousal child T3
PTSD-RI B+C+D child T3
PTSD-RI parent full T1
PTSD-RI parent full T2
PTSD-RI parent full T3
PTSD parent partial T1
PTSD parent partial T2
PTSD parent partial T3
PTSD child full T1
PTSD child full T2
PTSD child full T3
PTSD child partial T1
PTSD child partial T2
PTSD child partial T3
CBCL Internalizing T1
CBCL Internalizing T3
CBCL Externalizing T1
CBCL Externalizing T3
Birlison T1
Birlison T2
Birlison T3
fdd.pred
is the 65 by 65 binary
predictor matrix used to impute fdd
.
de Roos, C., Greenwald, R., den Hollander-Gijsman, M., Noorthoorn, E., van Buuren, S., de Jong, A. (2011). A Randomised Comparison of Cognitive Behavioral Therapy (CBT) and Eye Movement Desensitisation and Reprocessing (EMDR) in disaster-exposed children. European Journal of Psychotraumatology, 2, 5694.
Van Buuren, S. (2018). Flexible Imputation of Missing Data. Second Edition. Chapman & Hall/CRC. Boca Raton, FL. Boca Raton, FL.: Chapman & Hall/CRC Press.
Data from a randomized experiment to reduce post-traumatic stress by two treatments: Eye Movement Desensitization and Reprocessing (EMDR) (experimental treatment), and cognitive behavioral therapy (CBT) (control treatment). 52 children were randomized to one of these two treatments. Outcomes were measured at three time points: at baseline (pre-treatment, T1), post-treatment (T2, 4-8 weeks), and at follow-up (T3, 3 months). For more details, see de Roos et al (2011). Some person covariates were reshuffled. The imputation methodology is explained in Chapter 9 of van Buuren (2012).
data <- fdd
md.pattern(fdd)
#> id trt pp sex etn age ypf1 ypf2 ypf3 ypp2 ypp3 ycf1 ycf2 ycf3 ycp2 ycp3 trtp
#> 8 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
#> 2 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
#> 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
#> 8 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
#> 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
#> 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
#> 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
#> 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
#> 9 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
#> 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
#> 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
#> 2 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
#> 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
#> 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
#> 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
#> 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
#> 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
#> 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
#> 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
#> 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
#> 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
#> 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
#> 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
#> 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
#> 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
#> 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
#> 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 0
#> 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 0
#> 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 2
#> prop1 prs1 trauma ypp1 ypa1 ypb1 ypc1 yp1 prop2 prs2 ypa2 ypb2 ypc2 yp2 prop3
#> 8 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
#> 2 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
#> 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
#> 8 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
#> 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
#> 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
#> 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
#> 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
#> 9 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
#> 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
#> 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
#> 2 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
#> 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 0
#> 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 0
#> 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 0
#> 1 1 1 1 1 1 1 1 1 0 0 0 0 0 0 1
#> 1 1 1 1 1 1 1 1 1 0 0 0 0 0 0 0
#> 1 1 1 1 1 1 1 1 1 0 0 0 0 0 0 0
#> 1 1 1 1 1 1 1 1 1 0 0 0 0 0 0 0
#> 1 1 1 1 1 0 0 0 0 0 0 0 0 0 0 0
#> 1 1 1 0 0 0 0 0 0 1 1 1 1 1 1 1
#> 1 1 1 0 0 0 0 0 0 1 1 1 1 1 1 1
#> 1 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0
#> 1 1 0 1 1 1 1 1 1 1 1 1 1 1 1 1
#> 1 0 1 1 1 1 1 1 1 1 1 1 1 1 1 1
#> 1 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0
#> 1 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0
#> 1 1 0 1 1 1 1 1 1 1 1 1 1 1 1 1
#> 2 2 5 5 6 6 6 6 8 8 8 8 8 8 10
#> ypa3 ypb3 ypc3 yp3 cbcl1 cbin1 cbex1 crop1 bir1 cbcl3 cbin3 cbex3 yca1 ycb1
#> 8 1 1 1 1 1 1 1 1 1 1 1 1 1 1
#> 2 1 1 1 1 1 1 1 1 1 1 1 1 1 1
#> 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
#> 8 1 1 1 1 1 1 1 1 1 1 1 1 1 1
#> 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
#> 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
#> 1 1 1 1 1 1 1 1 1 1 1 1 1 0 0
#> 1 1 1 1 1 1 1 1 1 1 0 0 0 1 1
#> 9 1 1 1 1 1 1 1 0 0 1 1 1 0 0
#> 1 1 1 1 1 0 0 0 1 1 0 0 0 1 1
#> 1 1 1 1 1 0 0 0 1 1 0 0 0 1 1
#> 2 1 1 1 1 0 0 0 0 0 0 0 0 0 0
#> 1 0 0 0 0 1 1 1 1 1 1 1 1 1 1
#> 1 0 0 0 0 1 1 1 1 1 1 1 1 1 1
#> 1 0 0 0 0 1 1 1 1 1 0 0 0 1 1
#> 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
#> 1 0 0 0 0 1 1 1 1 1 0 0 0 1 1
#> 1 0 0 0 0 0 0 0 1 1 0 0 0 1 1
#> 1 0 0 0 0 0 0 0 1 0 0 0 0 0 0
#> 1 0 0 0 0 0 0 0 1 1 0 0 0 1 1
#> 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
#> 1 1 1 1 1 0 0 0 1 1 0 0 0 1 1
#> 1 0 0 0 0 0 0 0 1 1 1 1 1 0 0
#> 1 1 1 1 1 1 1 1 1 1 0 0 0 1 1
#> 1 1 1 1 1 1 1 1 0 0 1 1 1 0 0
#> 1 0 0 0 0 0 0 0 1 1 0 0 0 1 1
#> 1 0 0 0 0 1 1 1 1 1 0 0 0 1 1
#> 1 1 1 1 1 0 0 0 0 0 0 0 0 0 0
#> 10 10 10 10 11 11 11 13 14 15 15 15 16 16
#> ycc1 yc1 ycp1 masc1 crop2 crop3 yca2 ycb2 ycc2 yc2 bir2 bir3 prs3 yca3 ycb3
#> 8 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
#> 2 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
#> 1 1 1 1 1 1 1 1 1 1 1 1 1 1 0 0
#> 8 1 1 1 1 1 1 1 1 1 1 1 1 0 1 1
#> 1 1 1 1 1 1 1 1 1 1 1 1 1 0 1 1
#> 1 1 1 1 1 0 1 1 1 1 1 1 1 0 1 1
#> 1 0 0 0 1 1 1 1 1 1 1 1 1 1 1 1
#> 1 1 1 1 1 1 1 1 1 1 1 1 1 0 1 1
#> 9 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0
#> 1 1 1 1 1 1 1 1 1 1 1 1 1 0 1 1
#> 1 1 1 1 1 1 1 0 0 0 0 1 1 1 1 1
#> 2 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0
#> 1 1 1 1 1 1 0 1 1 1 1 1 0 0 0 0
#> 1 1 1 1 0 1 0 1 1 1 1 1 0 0 0 0
#> 1 1 1 1 1 1 1 1 1 1 1 1 1 0 1 1
#> 1 1 1 1 1 0 1 0 0 0 0 0 1 0 1 1
#> 1 1 1 1 1 0 0 0 0 0 0 0 0 0 0 0
#> 1 1 1 1 1 0 0 0 0 0 0 0 0 0 0 0
#> 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> 1 1 1 1 0 0 0 0 0 0 0 0 0 0 0 0
#> 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
#> 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
#> 1 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0
#> 1 1 1 1 1 1 1 1 1 1 1 0 1 1 0 0
#> 1 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0
#> 1 1 1 1 0 0 0 0 0 0 0 0 0 0 0 0
#> 1 1 1 1 1 0 0 0 0 0 0 0 0 0 0 0
#> 1 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0
#> 16 16 16 17 22 22 22 22 22 22 22 22 23 24 24
#> ycc3 yc3 masc2 masc3
#> 8 1 1 1 1 0
#> 2 1 1 0 0 2
#> 1 0 0 1 1 4
#> 8 1 1 1 1 1
#> 1 1 1 0 0 3
#> 1 1 1 1 1 2
#> 1 1 1 1 1 5
#> 1 1 1 1 1 4
#> 9 0 0 0 0 22
#> 1 1 1 1 1 7
#> 1 1 1 1 1 10
#> 2 0 0 0 0 28
#> 1 0 0 0 0 14
#> 1 0 0 0 0 15
#> 1 1 1 1 1 9
#> 1 1 1 0 0 15
#> 1 0 0 0 0 29
#> 1 0 0 0 0 32
#> 1 0 0 0 0 39
#> 1 0 0 0 0 37
#> 1 1 1 1 1 6
#> 1 1 1 1 0 13
#> 1 0 0 0 0 40
#> 1 0 0 0 1 10
#> 1 0 0 0 0 23
#> 1 0 0 0 0 40
#> 1 0 0 0 0 36
#> 1 0 0 0 0 30
#> 24 24 27 27 689