adace

Estimator of the Adherer Average Causal Effect

v1.0.2 · Aug 28, 2023 · GPL (>= 3)

Description

Estimate the causal treatment effect for subjects that can adhere to one or both of the treatments. Given longitudinal data with missing observations, consistent causal effects are calculated. Unobserved potential outcomes are estimated through direct integration as described in: Qu et al., (2019) <doi:10.1080/19466315.2019.1700157> and Zhang et. al., (2021) <doi:10.1080/19466315.2021.1891965>.

Downloads

228

Last 30 days

13948th

587

Last 90 days

587

Last year

Trend: -36.5% (30d vs prior 30d)

CRAN Check Status

14 NOTE

Show all 14 flavors

Flavor	Status	Time
r-devel-linux-x86_64-debian-clang	NOTE	51.6s
r-devel-linux-x86_64-debian-gcc	NOTE	35s
r-devel-linux-x86_64-fedora-clang	NOTE	87.6s
r-devel-linux-x86_64-fedora-gcc	NOTE	80.4s
r-devel-macos-arm64	NOTE	15s
r-devel-windows-x86_64	NOTE	71s
r-oldrel-macos-arm64	NOTE
r-oldrel-macos-x86_64	NOTE	39s
r-oldrel-windows-x86_64	NOTE	86s
r-patched-linux-x86_64	NOTE	49.1s
r-release-linux-x86_64	NOTE	48.6s
r-release-macos-arm64	NOTE
r-release-macos-x86_64	NOTE	51s
r-release-windows-x86_64	NOTE	69s

Check details (14 non-OK)

NOTE r-devel-linux-x86_64-debian-clang

Rd files

checkRd: (-1) est_S_Plus_Plus_MethodA.Rd:31: Lost braces; missing escapes or markup?
    31 |   \item{trt_diff}{Estimate of treatment difference for S_{++} using Method A}
       |                                                          ^
checkRd: (-1) est_S_Plus_Plus_MethodB.Rd:31: Lost braces; missing escapes or markup?
    31 |   \item{trt_diff}{Estimate of treatment difference for S_{++} using Method B}
       |                                                          ^
checkRd: (-1) est_S_Star_Plus_MethodA.Rd:29: Lost braces; missing escapes or markup?
    29 |   \item{trt_diff}{Estimate of treatment difference for S_{++} using Method A}
       |                                                          ^
checkRd: (-1) est_S_Star_Plus_MethodB.Rd:29: Lost braces; missing escapes or markup?
    29 |   \item{trt_diff}{Estimate of treatment difference for S_{*+} using Method B}
       |                                                          ^

NOTE r-devel-linux-x86_64-debian-gcc

Rd files

checkRd: (-1) est_S_Plus_Plus_MethodA.Rd:31: Lost braces; missing escapes or markup?
    31 |   \item{trt_diff}{Estimate of treatment difference for S_{++} using Method A}
       |                                                          ^
checkRd: (-1) est_S_Plus_Plus_MethodB.Rd:31: Lost braces; missing escapes or markup?
    31 |   \item{trt_diff}{Estimate of treatment difference for S_{++} using Method B}
       |                                                          ^
checkRd: (-1) est_S_Star_Plus_MethodA.Rd:29: Lost braces; missing escapes or markup?
    29 |   \item{trt_diff}{Estimate of treatment difference for S_{++} using Method A}
       |                                                          ^
checkRd: (-1) est_S_Star_Plus_MethodB.Rd:29: Lost braces; missing escapes or markup?
    29 |   \item{trt_diff}{Estimate of treatment difference for S_{*+} using Method B}
       |                                                          ^

NOTE r-devel-linux-x86_64-fedora-clang

Rd files

checkRd: (-1) est_S_Plus_Plus_MethodA.Rd:31: Lost braces; missing escapes or markup?
    31 |   \item{trt_diff}{Estimate of treatment difference for S_{++} using Method A}
       |                                                          ^
checkRd: (-1) est_S_Plus_Plus_MethodB.Rd:31: Lost braces; missing escapes or markup?
    31 |   \item{trt_diff}{Estimate of treatment difference for S_{++} using Method B}
       |                                                          ^
checkRd: (-1) est_S_Star_Plus_MethodA.Rd:29: Lost braces; missing escapes or markup?
    29 |   \item{trt_diff}{Estimate of treatment difference for S_{++} using Method A}
       |                                                          ^
checkRd: (-1) est_S_Star_Plus_MethodB.Rd:29: Lost braces; missing escapes or markup?
    29 |   \item{trt_diff}{Estimate of treatment difference for S_{*+} using Method B}
       |                                                          ^

NOTE r-devel-linux-x86_64-fedora-gcc

Rd files

checkRd: (-1) est_S_Plus_Plus_MethodA.Rd:31: Lost braces; missing escapes or markup?
    31 |   \item{trt_diff}{Estimate of treatment difference for S_{++} using Method A}
       |                                                          ^
checkRd: (-1) est_S_Plus_Plus_MethodB.Rd:31: Lost braces; missing escapes or markup?
    31 |   \item{trt_diff}{Estimate of treatment difference for S_{++} using Method B}
       |                                                          ^
checkRd: (-1) est_S_Star_Plus_MethodA.Rd:29: Lost braces; missing escapes or markup?
    29 |   \item{trt_diff}{Estimate of treatment difference for S_{++} using Method A}
       |                                                          ^
checkRd: (-1) est_S_Star_Plus_MethodB.Rd:29: Lost braces; missing escapes or markup?
    29 |   \item{trt_diff}{Estimate of treatment difference for S_{*+} using Method B}
       |                                                          ^

NOTE r-devel-macos-arm64

Rd files

checkRd: (-1) est_S_Plus_Plus_MethodA.Rd:31: Lost braces; missing escapes or markup?
    31 |   \item{trt_diff}{Estimate of treatment difference for S_{++} using Method A}
       |                                                          ^
checkRd: (-1) est_S_Plus_Plus_MethodB.Rd:31: Lost braces; missing escapes or markup?
    31 |   \item{trt_diff}{Estimate of treatment difference for S_{++} using Method B}
       |                                                          ^
checkRd: (-1) est_S_Star_Plus_MethodA.Rd:29: Lost braces; missing escapes or markup?
    29 |   \item{trt_diff}{Estimate of treatment difference for S_{++} using Method A}
       |                                                          ^
checkRd: (-1) est_S_Star_Plus_MethodB.Rd:29: Lost braces; missing escapes or markup?
    29 |   \item{trt_diff}{Estimate of treatment difference for S_{*+} using Method B}
       |                                                          ^

NOTE r-devel-windows-x86_64

Rd files

checkRd: (-1) est_S_Plus_Plus_MethodA.Rd:31: Lost braces; missing escapes or markup?
    31 |   \item{trt_diff}{Estimate of treatment difference for S_{++} using Method A}
       |                                                          ^
checkRd: (-1) est_S_Plus_Plus_MethodB.Rd:31: Lost braces; missing escapes or markup?
    31 |   \item{trt_diff}{Estimate of treatment difference for S_{++} using Method B}
       |                                                          ^
checkRd: (-1) est_S_Star_Plus_MethodA.Rd:29: Lost braces; missing escapes or markup?
    29 |   \item{trt_diff}{Estimate of treatment difference for S_{++} using Method A}
       |                                                          ^
checkRd: (-1) est_S_Star_Plus_MethodB.Rd:29: Lost braces; missing escapes or markup?
    29 |   \item{trt_diff}{Estimate of treatment difference for S_{*+} using Method B}
       |                                                          ^

NOTE r-oldrel-macos-arm64

Rd files

checkRd: (-1) est_S_Plus_Plus_MethodA.Rd:31: Lost braces; missing escapes or markup?
    31 |   \item{trt_diff}{Estimate of treatment difference for S_{++} using Method A}
       |                                                          ^
checkRd: (-1) est_S_Plus_Plus_MethodB.Rd:31: Lost braces; missing escapes or markup?
    31 |   \item{trt_diff}{Estimate of treatment difference for S_{++} using Method B}
       |                                                          ^
checkRd: (-1) est_S_Star_Plus_MethodA.Rd:29: Lost braces; missing escapes or markup?
    29 |   \item{trt_diff}{Estimate of treatment difference for S_{++} using Method A}
       |                                                          ^
checkRd: (-1) est_S_Star_Plus_MethodB.Rd:29: Lost braces; missing escapes or markup?
    29 |   \item{trt_diff}{Estimate of treatment difference for S_{*+} using Method B}
       |                                                          ^

NOTE r-oldrel-macos-x86_64

Rd files

checkRd: (-1) est_S_Plus_Plus_MethodA.Rd:31: Lost braces; missing escapes or markup?
    31 |   \item{trt_diff}{Estimate of treatment difference for S_{++} using Method A}
       |                                                          ^
checkRd: (-1) est_S_Plus_Plus_MethodB.Rd:31: Lost braces; missing escapes or markup?
    31 |   \item{trt_diff}{Estimate of treatment difference for S_{++} using Method B}
       |                                                          ^
checkRd: (-1) est_S_Star_Plus_MethodA.Rd:29: Lost braces; missing escapes or markup?
    29 |   \item{trt_diff}{Estimate of treatment difference for S_{++} using Method A}
       |                                                          ^
checkRd: (-1) est_S_Star_Plus_MethodB.Rd:29: Lost braces; missing escapes or markup?
    29 |   \item{trt_diff}{Estimate of treatment difference for S_{*+} using Method B}
       |                                                          ^

NOTE r-oldrel-windows-x86_64

Rd files

checkRd: (-1) est_S_Plus_Plus_MethodA.Rd:31: Lost braces; missing escapes or markup?
    31 |   \item{trt_diff}{Estimate of treatment difference for S_{++} using Method A}
       |                                                          ^
checkRd: (-1) est_S_Plus_Plus_MethodB.Rd:31: Lost braces; missing escapes or markup?
    31 |   \item{trt_diff}{Estimate of treatment difference for S_{++} using Method B}
       |                                                          ^
checkRd: (-1) est_S_Star_Plus_MethodA.Rd:29: Lost braces; missing escapes or markup?
    29 |   \item{trt_diff}{Estimate of treatment difference for S_{++} using Method A}
       |                                                          ^
checkRd: (-1) est_S_Star_Plus_MethodB.Rd:29: Lost braces; missing escapes or markup?
    29 |   \item{trt_diff}{Estimate of treatment difference for S_{*+} using Method B}
       |                                                          ^

NOTE r-patched-linux-x86_64

Rd files

checkRd: (-1) est_S_Plus_Plus_MethodA.Rd:31: Lost braces; missing escapes or markup?
    31 |   \item{trt_diff}{Estimate of treatment difference for S_{++} using Method A}
       |                                                          ^
checkRd: (-1) est_S_Plus_Plus_MethodB.Rd:31: Lost braces; missing escapes or markup?
    31 |   \item{trt_diff}{Estimate of treatment difference for S_{++} using Method B}
       |                                                          ^
checkRd: (-1) est_S_Star_Plus_MethodA.Rd:29: Lost braces; missing escapes or markup?
    29 |   \item{trt_diff}{Estimate of treatment difference for S_{++} using Method A}
       |                                                          ^
checkRd: (-1) est_S_Star_Plus_MethodB.Rd:29: Lost braces; missing escapes or markup?
    29 |   \item{trt_diff}{Estimate of treatment difference for S_{*+} using Method B}
       |                                                          ^

NOTE r-release-linux-x86_64

Rd files

checkRd: (-1) est_S_Plus_Plus_MethodA.Rd:31: Lost braces; missing escapes or markup?
    31 |   \item{trt_diff}{Estimate of treatment difference for S_{++} using Method A}
       |                                                          ^
checkRd: (-1) est_S_Plus_Plus_MethodB.Rd:31: Lost braces; missing escapes or markup?
    31 |   \item{trt_diff}{Estimate of treatment difference for S_{++} using Method B}
       |                                                          ^
checkRd: (-1) est_S_Star_Plus_MethodA.Rd:29: Lost braces; missing escapes or markup?
    29 |   \item{trt_diff}{Estimate of treatment difference for S_{++} using Method A}
       |                                                          ^
checkRd: (-1) est_S_Star_Plus_MethodB.Rd:29: Lost braces; missing escapes or markup?
    29 |   \item{trt_diff}{Estimate of treatment difference for S_{*+} using Method B}
       |                                                          ^

NOTE r-release-macos-arm64

Rd files

checkRd: (-1) est_S_Plus_Plus_MethodA.Rd:31: Lost braces; missing escapes or markup?
    31 |   \item{trt_diff}{Estimate of treatment difference for S_{++} using Method A}
       |                                                          ^
checkRd: (-1) est_S_Plus_Plus_MethodB.Rd:31: Lost braces; missing escapes or markup?
    31 |   \item{trt_diff}{Estimate of treatment difference for S_{++} using Method B}
       |                                                          ^
checkRd: (-1) est_S_Star_Plus_MethodA.Rd:29: Lost braces; missing escapes or markup?
    29 |   \item{trt_diff}{Estimate of treatment difference for S_{++} using Method A}
       |                                                          ^
checkRd: (-1) est_S_Star_Plus_MethodB.Rd:29: Lost braces; missing escapes or markup?
    29 |   \item{trt_diff}{Estimate of treatment difference for S_{*+} using Method B}
       |                                                          ^

NOTE r-release-macos-x86_64

Rd files

checkRd: (-1) est_S_Plus_Plus_MethodA.Rd:31: Lost braces; missing escapes or markup?
    31 |   \item{trt_diff}{Estimate of treatment difference for S_{++} using Method A}
       |                                                          ^
checkRd: (-1) est_S_Plus_Plus_MethodB.Rd:31: Lost braces; missing escapes or markup?
    31 |   \item{trt_diff}{Estimate of treatment difference for S_{++} using Method B}
       |                                                          ^
checkRd: (-1) est_S_Star_Plus_MethodA.Rd:29: Lost braces; missing escapes or markup?
    29 |   \item{trt_diff}{Estimate of treatment difference for S_{++} using Method A}
       |                                                          ^
checkRd: (-1) est_S_Star_Plus_MethodB.Rd:29: Lost braces; missing escapes or markup?
    29 |   \item{trt_diff}{Estimate of treatment difference for S_{*+} using Method B}
       |                                                          ^

NOTE r-release-windows-x86_64

Rd files

checkRd: (-1) est_S_Plus_Plus_MethodA.Rd:31: Lost braces; missing escapes or markup?
    31 |   \item{trt_diff}{Estimate of treatment difference for S_{++} using Method A}
       |                                                          ^
checkRd: (-1) est_S_Plus_Plus_MethodB.Rd:31: Lost braces; missing escapes or markup?
    31 |   \item{trt_diff}{Estimate of treatment difference for S_{++} using Method B}
       |                                                          ^
checkRd: (-1) est_S_Star_Plus_MethodA.Rd:29: Lost braces; missing escapes or markup?
    29 |   \item{trt_diff}{Estimate of treatment difference for S_{++} using Method A}
       |                                                          ^
checkRd: (-1) est_S_Star_Plus_MethodB.Rd:29: Lost braces; missing escapes or markup?
    29 |   \item{trt_diff}{Estimate of treatment difference for S_{*+} using Method B}
       |                                                          ^

Changelog

Full NEWS →

v1.0.2

# adace 1.0.2

• Second release of adherer's estimands.
• Version 2 updates: fixed estimation of standard errors and
relaxed assumption of dropout before the first timepoint.

Check History

NOTE 0 OK · 14 NOTE · 0 WARNING · 0 ERROR · 0 FAILURE Mar 9, 2026

NOTE r-devel-linux-x86_64-debian-clang

Rd files

checkRd: (-1) est_S_Plus_Plus_MethodA.Rd:31: Lost braces; missing escapes or markup?
    31 |   \item{trt_diff}{Estimate of treatment difference for S_{++} using Method A}
       |                                                          ^
checkRd: (-1) est_S_Plus_Plus_MethodB.Rd:31: Lost braces; missing escapes or markup?
    31 |   \item{trt_diff}{Estimate of treatment difference for S_{++} using Method B}
       |                                                          ^
checkRd: (-1) est_S_

NOTE r-devel-linux-x86_64-debian-gcc

Rd files

checkRd: (-1) est_S_Plus_Plus_MethodA.Rd:31: Lost braces; missing escapes or markup?
    31 |   \item{trt_diff}{Estimate of treatment difference for S_{++} using Method A}
       |                                                          ^
checkRd: (-1) est_S_Plus_Plus_MethodB.Rd:31: Lost braces; missing escapes or markup?
    31 |   \item{trt_diff}{Estimate of treatment difference for S_{++} using Method B}
       |                                                          ^
checkRd: (-1) est_S_

NOTE r-devel-linux-x86_64-fedora-clang

Rd files

checkRd: (-1) est_S_Plus_Plus_MethodA.Rd:31: Lost braces; missing escapes or markup?
    31 |   \item{trt_diff}{Estimate of treatment difference for S_{++} using Method A}
       |                                                          ^
checkRd: (-1) est_S_Plus_Plus_MethodB.Rd:31: Lost braces; missing escapes or markup?
    31 |   \item{trt_diff}{Estimate of treatment difference for S_{++} using Method B}
       |                                                          ^
checkRd: (-1) est_S_

NOTE r-devel-linux-x86_64-fedora-gcc

Rd files

checkRd: (-1) est_S_Plus_Plus_MethodA.Rd:31: Lost braces; missing escapes or markup?
    31 |   \item{trt_diff}{Estimate of treatment difference for S_{++} using Method A}
       |                                                          ^
checkRd: (-1) est_S_Plus_Plus_MethodB.Rd:31: Lost braces; missing escapes or markup?
    31 |   \item{trt_diff}{Estimate of treatment difference for S_{++} using Method B}
       |                                                          ^
checkRd: (-1) est_S_

NOTE r-devel-macos-arm64

Rd files

checkRd: (-1) est_S_Plus_Plus_MethodA.Rd:31: Lost braces; missing escapes or markup?
    31 |   \item{trt_diff}{Estimate of treatment difference for S_{++} using Method A}
       |                                                          ^
checkRd: (-1) est_S_Plus_Plus_MethodB.Rd:31: Lost braces; missing escapes or markup?
    31 |   \item{trt_diff}{Estimate of treatment difference for S_{++} using Method B}
       |                                                          ^
checkRd: (-1) est_S_

NOTE r-devel-windows-x86_64

Rd files

checkRd: (-1) est_S_Plus_Plus_MethodA.Rd:31: Lost braces; missing escapes or markup?
    31 |   \item{trt_diff}{Estimate of treatment difference for S_{++} using Method A}
       |                                                          ^
checkRd: (-1) est_S_Plus_Plus_MethodB.Rd:31: Lost braces; missing escapes or markup?
    31 |   \item{trt_diff}{Estimate of treatment difference for S_{++} using Method B}
       |                                                          ^
checkRd: (-1) est_S_

NOTE r-patched-linux-x86_64

Rd files

checkRd: (-1) est_S_Plus_Plus_MethodA.Rd:31: Lost braces; missing escapes or markup?
    31 |   \item{trt_diff}{Estimate of treatment difference for S_{++} using Method A}
       |                                                          ^
checkRd: (-1) est_S_Plus_Plus_MethodB.Rd:31: Lost braces; missing escapes or markup?
    31 |   \item{trt_diff}{Estimate of treatment difference for S_{++} using Method B}
       |                                                          ^
checkRd: (-1) est_S_

NOTE r-release-linux-x86_64

Rd files

checkRd: (-1) est_S_Plus_Plus_MethodA.Rd:31: Lost braces; missing escapes or markup?
    31 |   \item{trt_diff}{Estimate of treatment difference for S_{++} using Method A}
       |                                                          ^
checkRd: (-1) est_S_Plus_Plus_MethodB.Rd:31: Lost braces; missing escapes or markup?
    31 |   \item{trt_diff}{Estimate of treatment difference for S_{++} using Method B}
       |                                                          ^
checkRd: (-1) est_S_

NOTE r-release-macos-arm64

Rd files

checkRd: (-1) est_S_Plus_Plus_MethodA.Rd:31: Lost braces; missing escapes or markup?
    31 |   \item{trt_diff}{Estimate of treatment difference for S_{++} using Method A}
       |                                                          ^
checkRd: (-1) est_S_Plus_Plus_MethodB.Rd:31: Lost braces; missing escapes or markup?
    31 |   \item{trt_diff}{Estimate of treatment difference for S_{++} using Method B}
       |                                                          ^
checkRd: (-1) est_S_

NOTE r-release-macos-x86_64

Rd files

checkRd: (-1) est_S_Plus_Plus_MethodA.Rd:31: Lost braces; missing escapes or markup?
    31 |   \item{trt_diff}{Estimate of treatment difference for S_{++} using Method A}
       |                                                          ^
checkRd: (-1) est_S_Plus_Plus_MethodB.Rd:31: Lost braces; missing escapes or markup?
    31 |   \item{trt_diff}{Estimate of treatment difference for S_{++} using Method B}
       |                                                          ^
checkRd: (-1) est_S_

NOTE r-release-windows-x86_64

Rd files

checkRd: (-1) est_S_Plus_Plus_MethodA.Rd:31: Lost braces; missing escapes or markup?
    31 |   \item{trt_diff}{Estimate of treatment difference for S_{++} using Method A}
       |                                                          ^
checkRd: (-1) est_S_Plus_Plus_MethodB.Rd:31: Lost braces; missing escapes or markup?
    31 |   \item{trt_diff}{Estimate of treatment difference for S_{++} using Method B}
       |                                                          ^
checkRd: (-1) est_S_

NOTE r-oldrel-macos-arm64

Rd files

checkRd: (-1) est_S_Plus_Plus_MethodA.Rd:31: Lost braces; missing escapes or markup?
    31 |   \item{trt_diff}{Estimate of treatment difference for S_{++} using Method A}
       |                                                          ^
checkRd: (-1) est_S_Plus_Plus_MethodB.Rd:31: Lost braces; missing escapes or markup?
    31 |   \item{trt_diff}{Estimate of treatment difference for S_{++} using Method B}
       |                                                          ^
checkRd: (-1) est_S_

NOTE r-oldrel-macos-x86_64

Rd files

checkRd: (-1) est_S_Plus_Plus_MethodA.Rd:31: Lost braces; missing escapes or markup?
    31 |   \item{trt_diff}{Estimate of treatment difference for S_{++} using Method A}
       |                                                          ^
checkRd: (-1) est_S_Plus_Plus_MethodB.Rd:31: Lost braces; missing escapes or markup?
    31 |   \item{trt_diff}{Estimate of treatment difference for S_{++} using Method B}
       |                                                          ^
checkRd: (-1) est_S_

NOTE r-oldrel-windows-x86_64

Rd files

checkRd: (-1) est_S_Plus_Plus_MethodA.Rd:31: Lost braces; missing escapes or markup?
    31 |   \item{trt_diff}{Estimate of treatment difference for S_{++} using Method A}
       |                                                          ^
checkRd: (-1) est_S_Plus_Plus_MethodB.Rd:31: Lost braces; missing escapes or markup?
    31 |   \item{trt_diff}{Estimate of treatment difference for S_{++} using Method B}
       |                                                          ^
checkRd: (-1) est_S_

Dependency Network

Version History

new 1.0.2 Mar 10, 2026

Maintainer

Run Zhuang

Dependencies

Depends

R (>= 4.0.0)

Imports

reshape2 pracma

Suggests

testthat (>= 3.0.0) cubature (>= 2.0.4) MASS (>= 7.3-55)

Compilation

No compilation needed

First Published

Mar 10, 2026

RSS Feed

CRAN Checks

View on CRAN →