Skip to content

psica

1.0.2

Decision Tree Analysis for Probabilistic Subgroup Identification with Multiple Treatments

0packages depend
2.7Kdownloads / year
test coverage
11/13checks pass

Overview

About
Maintained by Oleg SysoevFirst published 2018-11-193 releasesCRAN page ↗

In the situation when multiple alternative treatments or interventions available, different population groups may respond differently to different treatments. This package implements a method that discovers the population subgroups in which a certain treatment has a better effect than the other alternative treatments. This is done by first estimating the treatment effect for a given treatment and its uncertainty by computing random forests, and the resulting model is summarized by a decision tree in which the probabilities that the given treatment is best for a given subgroup is shown in the corresponding terminal node of the tree.

Install

Health

CRAN checks
2NOTE11OK
Failing flavors
  • NOTE r-devel-linux-x86_64-debian-clang
  • NOTE r-devel-linux-x86_64-debian-gcc
Slowest check: 1.9 min · r-oldrel-windows-x86_64
Code health
None
Tests · ratio 0.00
not tracked
Coverage
100%
Documentation · exports
8
Dependencies · direct
Check history
  • NOTE2026-05-11
    11 OK · 2 NOTE · 0 WARNING · 0 ERROR · 0 FAILURE
  • WARNING2026-05-10
    11 OK · 1 NOTE · 1 WARNING · 0 ERROR · 0 FAILURE
  • NOTE2026-03-10
    9 OK · 5 NOTE · 0 WARNING · 0 ERROR · 0 FAILURE

Documentation

Documentation
READMENoVignettesNopkgdown siteNoNEWSNoCode of conductNoContributing guideNo
Examples that run
100%
Documented parameters
38%
Return-value docs
100%
References docs
17%

Downloads

2.7K
CRAN downloads in the past year
Rank #14,799 · ~8/day · ~229/mo
Daily download trend is not available in this view yet.
20630 days
71990 days
2.7K1 year
Compare downloads with other packages →
Also on115 r2u15 autocran

Dependencies

Declared dependencies
6 external dependencies (excludes base and recommended)
Depends (0)
none
LinkingTo (0)
none
Suggests (0)
none
Enhances (0)
none
Reverse dependencies
0direct
0indirect

Nothing depends on this yet.

Code & Tests

People & History

People (0)

Author records are not tracked yet for this package.

Listed in earlier versions (4)
no longer listed · 1.0.0 to 1.0.2
no longer listed · 1.0.0 to 1.0.2
no longer listed · 1.0.0 to 1.0.2
no longer listed · 1.0.0 to 1.0.2
Package Timeline

3 releases. Pick two to compare their code metrics. R releases are shown for context.

  • R
    R 4.6.0 released · 2026-04-24
  • R
    R 4.5.0 released · 2025-04-11
  • R
    R 4.4.0 released · 2024-04-24
  • R
    R 4.3.0 released · 2023-04-21
  • R
    R 4.2.0 released · 2022-04-22
  • R
    R 4.1.0 released · 2021-05-18
  • R
    R 4.0.0 released · 2020-04-24
  • 1.0.2Latest
    2020-02-11 · current release · diff ↗
  • R
    R 3.6.0 released · 2019-04-26
  • 1.0.1
    2018-11-29 · diff ↗
  • 1.0.0
    2018-11-19
  • R
    R 3.5.0 released · 2018-04-23

Package metadata

First published
2018-11-19
Total releases
3 / 8 yrs
License
GPL (>= 2) OSI
Download size
17 KB
Installed size
not tracked yet
With dependencies
not tracked yet

Cite

Cite this package

Run in R for the authors' preferred citation:

citation("psica")

Cite the R Observatory

For a number measured here: a download total, a coverage figure, an archival date.

APA

Balamuta, J. J. (2026). R Observatory: Metrics for psica version 1.0.2 [Data set]. HJJB, LLC. Data release v2026-08-23. https://doi.org/10.5281/zenodo.21843040

From data release v2026-08-23, which the citation names so these numbers can be found later. More on citing and the projects behind them.

Report a problem with this page →

Privacy choices

These apply to this browser and are stored on this device only. Nothing about your choice is sent to us.

Read the privacy policy