{ "_id": "6ac8cd12de46216d5edd7780", "Package": "rwetools", "Title": "Estimating Propensity Scores (PS), PS-Based Weights, and Effects", "Version": "0.5.0", "Authors@R": "c(\nperson(\"Hanseul\", \"Cho\", email=\"hanseul0618@gmail.com\", role = c(\"aut\", \"cre\")),\nperson(\"Georg\", \"Hahn\", email=\"ghahn@bwh.harvard.edu\", role=\"aut\"),\nperson(\"Janinne\", \"Ortega-Montiel\", email=\"jomontiel@bwh.harvard.edu\", role=\"aut\"),\nperson(\"Julie\", \"Paik\", email=\"jmpaik@mednet.ucla.edu\", role=\"aut\"),\nperson(\"Elisabetta\", \"Patorno\", email=\"epatorno@mednet.ucla.edu\", role=\"aut\")\n)", "Description": "Toolbox that provides a streamlined, end-to-end workflow\nfor propensity score analysis in generating real-world evidence\nfrom real-world data. The package covers the full analytic\npipeline - from estimating propensity scores via logistic\nregression, to calculating weights or creating a matched\ncohort, to generating publication-ready Table 1s with\nstandardized mean differences and weighted balance diagnostics.\nIt also estimates incidence rates, rate differences and rate\nratios, hazard ratios, risks, risk ratios, and risk\ndifferences, including competing-risk methods and optionally\nstratified hazard models. Many functions can write formatted\n'Excel' reports with method documentation, making results\nimmediately shareable with collaborators and stakeholders.\nMethods are based on Rosenbaum and Rubin (1983)\n, Austin (2011)\n, and Desai et al. (2017)\n.", "License": "MIT + file LICENSE", "Encoding": "UTF-8", "Language": "en-US", "RoxygenNote": "7.3.3", "URL": "https://github.com/hanseul0618/rwetools", "Config/testthat/edition": "3", "NeedsCompilation": "no", "Packaged": { "Date": "2026-10-09 10:51:58 UTC", "User": "root" }, "Author": "Hanseul Cho [aut, cre], Georg Hahn [aut], Janinne\nOrtega-Montiel [aut], Julie Paik [aut], Elisabetta Patorno\n[aut]", "Maintainer": "Hanseul Cho ", "Config/pak/sysreqs": "make", "Repository": "https://hanseul0618.r-universe.dev", "Date/Publication": "2026-09-09 16:00:02 UTC", "RemoteUrl": "https://github.com/cran/rwetools", "RemoteRef": "HEAD", "RemoteSha": "51aac903b6e08055a0323b46bdd32b82d12878e4", "_user": "hanseul0618", "_type": "src", "_file": "rwetools_0.5.0.tar.gz", "_fileid": "https://r2.ropensci.org/c49a43e28742b2aa21c843ccf0b8a553004f1368521035e8ef17925b6eecf7a2", "_filesize": 357747, "_sha256": "c49a43e28742b2aa21c843ccf0b8a553004f1368521035e8ef17925b6eecf7a2", "_expires": "2027-01-17T11:16:33.000Z", "_created": "2026-10-09T10:51:58.000Z", "_published": "2026-10-09T11:16:34.876Z", "_buildurl": "https://github.com/r-universe/hanseul0618/actions/runs/37919897161", "_status": "success", "_host": "GitHub-Actions", "_jobs": [ { "job": 113786162367, "time": 125, "config": "linux-devel-x86_64", "r": "4.7.0", "check": "OK", "artifact": "11612015861" }, { "job": 113786162432, "time": 135, "config": "linux-release-x86_64", "r": "4.6.1", "check": "OK", "artifact": "11611920887" }, { "job": 113786162460, "time": 206, "config": "macos-oldrel-arm64", "r": "4.5.3", "check": "OK", "artifact": "11612800361" }, { "job": 113786162365, "time": 179, "config": "macos-release-arm64", "r": "4.6.1", "check": "OK", "artifact": "11611744542" }, { "job": 113785159773, "time": 179, "config": "source", "r": "4.6.1", "check": "OK", "artifact": "11611525952" }, { "job": 113786162444, "time": 92, "config": "wasm-release", "r": "4.6.0", "check": "OK", "artifact": "11611367555" }, { "job": 113786162513, "time": 109, "config": "windows-devel-x86_64", "r": "4.7.0", "check": "OK", "artifact": "11612265348" }, { "job": 113786162484, "time": 153, "config": "windows-oldrel-x86_64", "r": "4.5.3", "check": "OK", "artifact": "11611861172" }, { "job": 113786162509, "time": 110, "config": "windows-release-x86_64", "r": "4.6.1", "check": "OK", "artifact": "11611332613" } ], "_upstream": "https://github.com/cran/rwetools", "_commit": { "id": "51aac903b6e08055a0323b46bdd32b82d12878e4", "author": "Hanseul Cho ", "committer": "cran-robot ", "message": "version 0.5.0\n", "time": 1788969602 }, "_maintainer": { "name": "Hanseul Cho", "email": "hanseul0618@gmail.com", "login": "hanseul0618", "description": "", "uuid": 210746087 }, "_distro": "resolute", "_registered": true, "_dependencies": [ { "package": "R", "version": ">= 3.5.0", "role": "Depends" }, { "package": "stats", "role": "Imports" }, { "package": "utils", "role": "Imports" }, { "package": "parallel", "role": "Imports" }, { "package": "survival", "role": "Imports" }, { "package": "survey", "role": "Imports" }, { "package": "openxlsx", "role": "Suggests" }, { "package": "ggplot2", "role": "Suggests" }, { "package": "MatchIt", "role": "Suggests" }, { "package": "testthat", "version": ">= 3.0.0", "role": "Suggests" } ], "_owner": "cran", "_selfowned": true, "_usedby": 0, "_updates": [ { "week": "2026-22", "n": 1 }, { "week": "2026-26", "n": 1 }, { "week": "2026-31", "n": 1 }, { "week": "2026-37", "n": 1 } ], "_tags": [ { "name": "0.1.2", "date": "2026-05-28" }, { "name": "0.2.0", "date": "2026-06-22" }, { "name": "0.4.0", "date": "2026-08-01" }, { "name": "0.5.0", "date": "2026-09-09" } ], "_stars": 0, "_contributors": [ { "user": "hanseul0618", "count": 4, "uuid": 210746087 } ], "_userbio": { "uuid": 210746087, "type": "user", "name": "Hanseul Cho", "followers": 1 }, "_downloads": { "count": 338, "source": "https://cranlogs.r-pkg.org/downloads/total/last-month/rwetools" }, "_devurl": "https://github.com/hanseul0618/rwetools", "_searchresults": 2, "_rbuild": "4.6.1", "_assets": [ "extra/citation.cff", "extra/citation.html", "extra/citation.json", "extra/citation.txt", "extra/contents.json", "extra/manual.pdf", "extra/NEWS.html", "extra/NEWS.txt", "extra/rwetools.html", "LICENSE" ], "_realowner": "hanseul0618", "_cranurl": false, "_releases": [ { "version": "0.1.2", "date": "2026-05-28" }, { "version": "0.2.0", "date": "2026-06-22" }, { "version": "0.4.0", "date": "2026-08-01" }, { "version": "0.5.0", "date": "2026-09-09" } ], "_exports": [ "build_table1", "create_iptw", "create_matching_weights", "create_overlap_weights", "create_ps_fs_weights", "create_ps_matched_cohort", "estimate_hr", "estimate_ir", "estimate_ps", "estimate_risk" ], "_help": [ { "page": "build_table1", "title": "Build an Unweighted or Weighted Baseline-Characteristics Table", "topics": [ "build_table1" ] }, { "page": "create_iptw", "title": "Inverse-probability-of-treatment weights (IPTW, ATE)", "topics": [ "create_iptw" ] }, { "page": "create_matching_weights", "title": "Propensity-score matching weights (ATM)", "topics": [ "create_matching_weights" ] }, { "page": "create_overlap_weights", "title": "Propensity-score overlap weights (ATO)", "topics": [ "create_overlap_weights" ] }, { "page": "create_ps_fs_weights", "title": "Create Propensity-Score Fine-Stratification Weights", "topics": [ "create_ps_fs_weights" ] }, { "page": "create_ps_matched_cohort", "title": "Create a Propensity-Score-Matched Cohort", "topics": [ "create_ps_matched_cohort" ] }, { "page": "estimate_hr", "title": "Estimate a Cox Hazard Ratio or Fine-Gray Subdistribution Hazard Ratio", "topics": [ "estimate_hr" ] }, { "page": "estimate_ir", "title": "Estimate Marginal Incidence Rates, Rate Differences, and Rate Ratios", "topics": [ "estimate_ir" ] }, { "page": "estimate_ps", "title": "Calculate propensity scores and add them to the dataset", "topics": [ "estimate_ps" ] }, { "page": "estimate_risk", "title": "Estimate Marginal Risks, Risk Ratios, and Risk Differences", "topics": [ "estimate_risk" ] } ], "_rundeps": [ "DBI", "lattice", "Matrix", "minqa", "mitools", "numDeriv", "Rcpp", "RcppArmadillo", "survey", "survival" ], "_score": 1.6020599913279625, "_indexed": true, "_nocasepkg": "rwetools", "_universes": [ "hanseul0618" ], "_binaries": [ { "r": "4.7.0", "os": "linux", "version": "0.5.0", "date": "2026-10-09T10:53:57.000Z", "distro": "resolute", "commit": "51aac903b6e08055a0323b46bdd32b82d12878e4", "fileid": "https://r2.ropensci.org/bc8796a775a4d4baf45a1bc1d4e15d086714133fffe6fd9ec32de80c3520b82b", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/hanseul0618/actions/runs/37919897161" }, { "r": "4.6.1", "os": "linux", "version": "0.5.0", "date": "2026-10-09T10:53:53.000Z", "distro": "resolute", "commit": "51aac903b6e08055a0323b46bdd32b82d12878e4", "fileid": "https://r2.ropensci.org/63144e95e8c86943c0a69c26f7677547a39837b5df6a2c7c4c7385491ce95c78", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/hanseul0618/actions/runs/37919897161" }, { "r": "4.5.3", "os": "mac", "version": "0.5.0", "date": "2026-10-09T11:14:59.000Z", "commit": "51aac903b6e08055a0323b46bdd32b82d12878e4", "fileid": "https://r2.ropensci.org/dfc19fb7886999ab4146d56f1fe7f55443652bd932e10c0b8315feb73e163fbf", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/hanseul0618/actions/runs/37919897161" }, { "r": "4.6.1", "os": "mac", "version": "0.5.0", "date": "2026-10-09T11:13:09.000Z", "commit": "51aac903b6e08055a0323b46bdd32b82d12878e4", "fileid": "https://r2.ropensci.org/ecf94212c48b590429122eeacd98c0bcf939c08424da92e299f6bb2ec2abbedb", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/hanseul0618/actions/runs/37919897161" }, { "r": "4.6.0", "os": "wasm", "version": "0.5.0", "date": "2026-10-09T10:53:51.000Z", "commit": "51aac903b6e08055a0323b46bdd32b82d12878e4", "fileid": "https://r2.ropensci.org/0658502e86c8cf2754b0b0573e2f38452a71a886c1bcfbf30a325ad26478b0e0", "status": "success", "buildurl": "https://github.com/r-universe/hanseul0618/actions/runs/37919897161" }, { "r": "4.7.0", "os": "win", "version": "0.5.0", "date": "2026-10-09T10:53:13.000Z", "commit": "51aac903b6e08055a0323b46bdd32b82d12878e4", "fileid": "https://r2.ropensci.org/b0ac7faf8c60f677083e48ca4be9df90d49f78c5f42fc3a73d97310b83da33ac", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/hanseul0618/actions/runs/37919897161" }, { "r": "4.5.3", "os": "win", "version": "0.5.0", "date": "2026-10-09T10:53:54.000Z", "commit": "51aac903b6e08055a0323b46bdd32b82d12878e4", "fileid": "https://r2.ropensci.org/59b3a1b26b3f6b0d5e01ad897fe363c07d0526519b3abf2c58202ba4a67f9d5f", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/hanseul0618/actions/runs/37919897161" }, { "r": "4.6.1", "os": "win", "version": "0.5.0", "date": "2026-10-09T10:53:18.000Z", "commit": "51aac903b6e08055a0323b46bdd32b82d12878e4", "fileid": "https://r2.ropensci.org/9e20665434014ff0a7fd512662e5978c92145cc6fc825b98516379d7fdd76840", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/hanseul0618/actions/runs/37919897161" } ] }