Package: PSPI 1.2
PSPI: Propensity Score Predictive Inference for Generalizability
Provides a suite of Propensity Score Predictive Inference (PSPI) methods to generalize treatment effects in trials to target populations. The package includes an existing model Bayesian Causal Forest (BCF) and four PSPI models (BCF-PS, FullBART, SplineBART, DSplineBART). These methods leverage Bayesian Additive Regression Trees (BART) to adjust for high-dimensional covariates and nonlinear associations, while SplineBART and DSplineBART further use propensity score based splines to address covariate shift between trial data and target population.
Authors:
PSPI_1.2.tar.gz
PSPI_1.2.zip(r-4.7)PSPI_1.2.zip(r-4.6)PSPI_1.2.zip(r-4.5)
PSPI_1.2.tgz(r-4.6-x86_64)PSPI_1.2.tgz(r-4.6-arm64)PSPI_1.2.tgz(r-4.5-x86_64)PSPI_1.2.tgz(r-4.5-arm64)
PSPI_1.2.tar.gz(r-4.7-arm64)PSPI_1.2.tar.gz(r-4.7-x86_64)PSPI_1.2.tar.gz(r-4.6-arm64)PSPI_1.2.tar.gz(r-4.6-x86_64)
manual.pdf |manual.html✨
card.svg |card.png
PSPI/json (API)
NEWS
| # Install 'PSPI' in R: |
| install.packages('PSPI', repos = c('https://zjg540066169.r-universe.dev', 'https://cloud.r-project.org')) |
Bug tracker:https://github.com/zjg540066169/pspi/issues
Last updated from:39bac0d7fc. Checks:12 OK, 1 FAIL. Indexed: yes.
| Target | Result | Time | Files | Syslog |
|---|---|---|---|---|
| linux-devel-arm64 | OK | 172 | ||
| linux-devel-x86_64 | OK | 154 | ||
| source / vignettes | OK | 209 | ||
| linux-release-arm64 | OK | 164 | ||
| linux-release-x86_64 | OK | 181 | ||
| macos-release-arm64 | OK | 166 | ||
| macos-release-x86_64 | OK | 314 | ||
| macos-oldrel-arm64 | OK | 276 | ||
| macos-oldrel-x86_64 | OK | 549 | ||
| windows-devel | OK | 157 | ||
| windows-release | OK | 139 | ||
| windows-oldrel | OK | 183 | ||
| wasm-release | FAIL | 118 |
Exports:PSPI_generalizabilitysim_data
Dependencies:abindarmbootclicodadplyrgenericsgluelatticelifecyclelme4magrittrMASSMatrixminqamvtnormnlmenloptrnnetpgpillarpkgconfigR6rbibutilsRcppRcppArmadilloRcppDistRcppEigenRcppProgressRdpackreformulasrlangstringistringrtibbletidyselectutf8vctrswithr
Readme and manuals
Help Manual
| Help page | Topics |
|---|---|
| Propensity Score Predictive Inference for Generalizability | PSPI-package PSPI |
| Propensity Scores Predictive Inference for Generalizability | PSPI_generalizability |
| Simulate a population and a randomized trial under PSPI scenarios | sim_data |
