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This is an R package that implements the method of Rank Preserving Structural Failure Time models to estimate causal effects in failure time models in randomised control trials where participants do not comply with the treatment assigned.

As an example:

library(rpsftm)
?immdef
fit <- rpsftm(Surv(progyrs, prog)~rand(imm,1-xoyrs/progyrs), data = immdef, censor_time = censyrs)
summary(fit)
#>   arm   rx.Min. rx.1st Qu. rx.Median   rx.Mean rx.3rd Qu.   rx.Max.
#> 1   0 0.0000000  0.0000000 0.0000000 0.1574062  0.2547779 0.9770941
#> 2   1 1.0000000  1.0000000 1.0000000 1.0000000  1.0000000 1.0000000
#>         Length Class      Mode   
#> psi        1   -none-     numeric
#> fit       17   survfit    list   
#> CI         2   -none-     numeric
#> Sstar   1000   Surv       numeric
#> rand    2000   rand       numeric
#> ans        5   -none-     list   
#> eval_z     2   data.frame list   
#> n          2   table      numeric
#> obs        2   -none-     numeric
#> exp        2   -none-     numeric
#> var        4   -none-     numeric
#> chisq      1   -none-     numeric
#> pvalue     1   -none-     numeric
#> call       4   -none-     call   
#> formula    3   terms      call   
#> terms      3   terms      call   
#> 
#> psi: -0.1813226
#> exp(psi): 0.8341662
#> Confidence Interval, psi -0.34984 0.002287789
#> Confidence Interval, exp(psi)  0.7048008 1.00229
plot(fit)

The main function is rpsftm which returns an object that has print, summary, and plot S3 methods.

See the vignette rpsftm_vignette for further details, explanation and examples.

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Version

Install

install.packages('rpsftm')

Monthly Downloads

273

Version

1.2.9

License

GPL-2

Maintainer

Simon Bond

Last Published

March 12th, 2024

Functions in rpsftm (1.2.9)

survfit.rpsftm

survfit() method for rpsftm objects
rpsftm

Rank Preserving Structural Failure Time Model
uniroot_all

Finds many (all) roots of one equation within an interval
residuals.rpsftm

residual() method for rpsftm objects
rand

rand functions to use in the rpsftm() formula
summary.rpsftm

summary Method
print.rpsftm.survreg

modified version of print.survreg
termsinner

termsinner
untreated

Untreated Event Time
rpsftm-package

rpsftm: a package to fit Rank Preserving Structural Failure Time Model
print.rand

Print method
print.rpsftm

Print Method
print.rpsftm.coxph

modified version of print.coxph
plot.rpsftm

Plot Method
cox.zph

Test the proportional hazards assumption of an RPSFTM/Cox Regression
extract_z

Extracting the z-statistic from a survival object
print.rpsftm.summary.survreg

modified version of print.summary.survreg
print.rpsftm.summary.coxph

modified version of print.summary.coxph
immdef

immdef
est_eqn

Estimating Equations for rpsftm()