{
  "_id": "6ad751e0d556c3a3418a757f",
  "Package": "DTRreg",
  "Type": "Package",
  "Title": "DTR Estimation and Inference via G-Estimation, Dynamic WOLS,\nQ-Learning, and Dynamic Weighted Survival Modeling (DWSurv)",
  "Version": "2.4",
  "Date": "2026-05-10",
  "Author": "Michael Wallace [aut], Erica E M Moodie [aut], David A Stephens\n[aut], Gabrielle Simoneau [aut], Shannon T. Holloway [aut,\ncre], Juliana Schulz [aut]",
  "Maintainer": "Shannon T. Holloway <shannon.t.holloway@gmail.com>",
  "Authors@R": "c(person(given = \"Michael\",\nfamily = \"Wallace\",\nrole = \"aut\"),\nperson(given = c(\"Erica\", \"E\", \"M\"),\nfamily = \"Moodie\",\nrole = \"aut\"),\nperson(given = c(\"David\", \"A\"),\nfamily = \"Stephens\",\nrole = \"aut\"),\nperson(given = \"Gabrielle\",\nfamily = \"Simoneau\",\nrole = \"aut\"),\nperson(given = c(\"Shannon\", \"T.\"),\nfamily = \"Holloway\",\nrole = c(\"aut\", \"cre\"),\nemail = \"shannon.t.holloway@gmail.com\"),\nperson(given = \"Juliana\",\nfamily = \"Schulz\",\nrole = \"aut\"))",
  "Description": "Dynamic treatment regime estimation and inference via\nG-estimation, dynamic weighted ordinary least squares (dWOLS)\nand Q-learning. Inference via bootstrap and recursive sandwich\nestimation. Estimation and inference for survival outcomes via\nDynamic Weighted Survival Modeling (DWSurv). Extension to\ncontinuous treatment variables. Wallace et al. (2017)\n<DOI:10.18637/jss.v080.i02>; Simoneau et al. (2020)\n<DOI:10.1080/00949655.2020.1793341>.",
  "License": "GPL-2",
  "Encoding": "UTF-8",
  "LazyData": "true",
  "RoxygenNote": "7.3.3",
  "NeedsCompilation": "no",
  "Collate": "'treatmentClasses.R' 'Ahat.R' 'varest.R' 'sandwich.R'\n'utils.R' 'weights.R' 'gest.R' 'dwols.R' 'dtrProcedure.R'\n'bootstrapStep.R' 'variance.R' 'interactive.R'\n'inputProcessing.R' 'DTRreg.R' 'DWsurv.R' 'chooseM.R'\n'data_generate.R' 's3-methods.R'",
  "Packaged": {
    "Date": "2026-10-20 11:20:20 UTC",
    "User": "root"
  },
  "Config/pak/sysreqs": "cmake make libuv1-dev",
  "Repository": "https://sth1402.r-universe.dev",
  "Date/Publication": "2026-05-13 19:12:35 UTC",
  "RemoteUrl": "https://github.com/cran/DTRreg",
  "RemoteRef": "HEAD",
  "RemoteSha": "b2c2ec7d335a585cf6042d5959a52e2e0d7644b1",
  "_user": "sth1402",
  "_type": "src",
  "_file": "DTRreg_2.4.tar.gz",
  "_fileid": "https://r2.ropensci.org/3eb0c1d64c0a71722b08f9978ff78a1c4386126ba9afe88846420448231ca2bc",
  "_filesize": 422525,
  "_sha256": "3eb0c1d64c0a71722b08f9978ff78a1c4386126ba9afe88846420448231ca2bc",
  "_expires": "2027-01-28T11:34:54.000Z",
  "_created": "2026-10-20T11:20:20.000Z",
  "_published": "2026-10-20T11:34:56.434Z",
  "_upstream": "https://github.com/cran/DTRreg",
  "_status": "success",
  "_maintainer": {
    "name": "Shannon T. Holloway",
    "email": "shannon.t.holloway@gmail.com",
    "login": "sth1402",
    "description": "",
    "uuid": 41195707
  },
  "_jobs": [
    {
      "job": 118599344445,
      "time": 122,
      "config": "linux-devel-x86_64",
      "r": "4.7.0",
      "check": "OK",
      "artifact": "12259844986"
    },
    {
      "job": 118599344520,
      "time": 114,
      "config": "linux-release-x86_64",
      "r": "4.6.1",
      "check": "OK",
      "artifact": "12260686500"
    },
    {
      "job": 118599344547,
      "time": 115,
      "config": "macos-oldrel-arm64",
      "r": "4.5.3",
      "check": "OK",
      "artifact": "12260648352"
    },
    {
      "job": 118599344306,
      "time": 115,
      "config": "macos-release-arm64",
      "r": "4.6.1",
      "check": "OK",
      "artifact": "12260882611"
    },
    {
      "job": 118597999307,
      "time": 203,
      "config": "source",
      "r": "4.6.1",
      "check": "OK",
      "artifact": "12261215024"
    },
    {
      "job": 118599344439,
      "time": 83,
      "config": "wasm-release",
      "r": "4.6.0",
      "check": "OK",
      "artifact": "12260359273"
    },
    {
      "job": 118599344545,
      "time": 78,
      "config": "windows-devel-x86_64",
      "r": "4.7.0",
      "check": "OK",
      "artifact": "12260489100"
    },
    {
      "job": 118599344331,
      "time": 77,
      "config": "windows-oldrel-x86_64",
      "r": "4.5.3",
      "check": "OK",
      "artifact": "12259879731"
    },
    {
      "job": 118599344551,
      "time": 89,
      "config": "windows-release-x86_64",
      "r": "4.6.1",
      "check": "OK",
      "artifact": "12260896155"
    }
  ],
  "_buildurl": "https://github.com/r-universe/sth1402/actions/runs/39413824551",
  "_commit": {
    "id": "b2c2ec7d335a585cf6042d5959a52e2e0d7644b1",
    "author": "Shannon T. Holloway <shannon.t.holloway@gmail.com>",
    "committer": "cran-robot <csardi.gabor+cran@gmail.com>",
    "message": "version 2.4\n",
    "time": 1778699555
  },
  "_distro": "resolute",
  "_host": "GitHub-Actions",
  "_registered": true,
  "_dependencies": [
    {
      "package": "R",
      "version": ">= 4.1.0",
      "role": "Depends"
    },
    {
      "package": "ggplot2",
      "role": "Imports"
    },
    {
      "package": "ggplotify",
      "role": "Imports"
    },
    {
      "package": "graphics",
      "role": "Imports"
    },
    {
      "package": "nnet",
      "role": "Imports"
    },
    {
      "package": "R6",
      "role": "Imports"
    },
    {
      "package": "stats",
      "role": "Imports"
    },
    {
      "package": "utils",
      "role": "Imports"
    }
  ],
  "_owner": "cran",
  "_selfowned": true,
  "_usedby": 0,
  "_updates": [
    {
      "week": "2026-20",
      "n": 1
    }
  ],
  "_tags": [
    {
      "name": "2.4",
      "date": "2026-05-13"
    }
  ],
  "_stars": 1,
  "_contributors": [
    {
      "user": "sth1402",
      "count": 5,
      "uuid": 41195707
    },
    {
      "user": "mpw36",
      "count": 1,
      "uuid": 7417064
    }
  ],
  "_userbio": {
    "uuid": 41195707,
    "type": "user",
    "name": "sth1402",
    "followers": 1
  },
  "_downloads": {
    "count": 551,
    "source": "https://cranlogs.r-pkg.org/downloads/total/last-month/DTRreg"
  },
  "_mentions": 2,
  "_searchresults": 19,
  "_rbuild": "4.6.1",
  "_assets": [
    "extra/citation.cff",
    "extra/citation.html",
    "extra/citation.json",
    "extra/citation.txt",
    "extra/contents.json",
    "extra/DTRreg.html",
    "extra/manual.pdf",
    "extra/NEWS.html",
    "extra/NEWS.txt"
  ],
  "_realowner": "sth1402",
  "_cranurl": false,
  "_releases": [
    {
      "version": "1.0",
      "date": "2016-03-08"
    },
    {
      "version": "1.1",
      "date": "2016-11-03"
    },
    {
      "version": "1.2",
      "date": "2017-05-19"
    },
    {
      "version": "1.3",
      "date": "2017-08-30"
    },
    {
      "version": "1.4",
      "date": "2019-08-22"
    },
    {
      "version": "1.5",
      "date": "2019-10-17"
    },
    {
      "version": "1.6",
      "date": "2020-08-11"
    },
    {
      "version": "1.7",
      "date": "2020-09-13"
    },
    {
      "version": "2.0",
      "date": "2023-11-19"
    },
    {
      "version": "2.1",
      "date": "2024-03-14"
    },
    {
      "version": "2.2",
      "date": "2024-03-23"
    },
    {
      "version": "2.3",
      "date": "2025-05-03"
    },
    {
      "version": "2.4",
      "date": "2026-05-13"
    }
  ],
  "_exports": [
    "chooseM",
    "DTRreg",
    "DWSurv"
  ],
  "_datasets": [
    {
      "name": "twoStageCens",
      "title": "Toy Two-Stage Trial Datasets",
      "object": "twoStageCens",
      "class": [
        "data.frame"
      ],
      "fields": [
        "X11",
        "X12",
        "A1",
        "X21",
        "X22",
        "A2",
        "delta",
        "T1",
        "T2"
      ],
      "rows": 1000,
      "table": true,
      "tojson": true
    },
    {
      "name": "twoStageCont",
      "title": "Toy Two-Stage Trial Datasets",
      "object": "twoStageCont",
      "class": [
        "data.frame"
      ],
      "fields": [
        "X1",
        "A1",
        "X2",
        "A2",
        "Y"
      ],
      "rows": 1000,
      "table": true,
      "tojson": true
    },
    {
      "name": "twoStageSurv",
      "title": "Toy Two-Stage Trial Datasets",
      "object": "twoStageSurv",
      "class": [
        "data.frame"
      ],
      "fields": [
        "X11",
        "X12",
        "A1",
        "X21",
        "X22",
        "A2",
        "delta",
        "T1",
        "T2"
      ],
      "rows": 1000,
      "table": true,
      "tojson": true
    }
  ],
  "_help": [
    {
      "page": "autoplot.DTRreg",
      "title": "Diagnostic Plots for DTR Estimation via autoplot()",
      "topics": [
        "autoplot.DTRreg"
      ]
    },
    {
      "page": "chooseM",
      "title": "Adaptive Choice of the Bootstrap Resample Size M",
      "concept": [
        "adaptive treatment strategies",
        "double bootstrap",
        "dynamic treatment regimens",
        "dynamic weighted ordinary least squares",
        "g-estimation",
        "m-out-of-n bootstrap",
        "personalized medicine"
      ],
      "topics": [
        "chooseM"
      ]
    },
    {
      "page": "confint.DTRreg",
      "title": "Confidence Interval Calculations for DTRs",
      "topics": [
        "confint.DTRreg"
      ]
    },
    {
      "page": "data",
      "title": "Toy Two-Stage Trial Datasets",
      "topics": [
        "data",
        "twoStageCens",
        "twoStageCont",
        "twoStageSurv"
      ]
    },
    {
      "page": "DTRreg",
      "title": "DTR Estimation and Inference via G-estimation, Dynamic WOLS, or Q-learning",
      "concept": [
        "adaptive treatment strategies",
        "dynamic treatment regimens",
        "dynamic weighted ordinary least squares",
        "g-estimation",
        "personalized medicine"
      ],
      "topics": [
        "coef.DTRreg",
        "DTRreg",
        "print.DTRreg",
        "summary.DTRreg"
      ]
    },
    {
      "page": "DWSurv",
      "title": "DTR estimation and inference for time-to-event data using DWSurv",
      "concept": [
        "accelerated failure time",
        "adaptive treatment strategies",
        "dynamic treatment regimens",
        "dynamic weighted survival modeling",
        "personalized medicine"
      ],
      "topics": [
        "DWSurv"
      ]
    },
    {
      "page": "plot.DTRreg",
      "title": "Diagnostic Plots for DTR Estimation",
      "topics": [
        "plot.DTRreg"
      ]
    },
    {
      "page": "predict.DTRreg",
      "title": "Optimal Outcome Prediction for DTRs",
      "concept": [
        "adaptive treatment strategies",
        "dynamic treatment regimens",
        "dynamic weighted ordinary least squares",
        "g-estimation",
        "personalized medicine"
      ],
      "topics": [
        "predict.DTRreg"
      ]
    }
  ],
  "_rundeps": [
    "cli",
    "cpp11",
    "digest",
    "farver",
    "fs",
    "ggplot2",
    "ggplotify",
    "glue",
    "gridGraphics",
    "gtable",
    "isoband",
    "labeling",
    "lifecycle",
    "nnet",
    "R6",
    "rappdirs",
    "RColorBrewer",
    "rlang",
    "S7",
    "scales",
    "vctrs",
    "viridisLite",
    "withr",
    "yulab.utils"
  ],
  "_score": 1.5797835966168101,
  "_indexed": true,
  "_nocasepkg": "dtrreg",
  "_universes": [
    "sth1402"
  ],
  "_binaries": [
    {
      "r": "4.7.0",
      "os": "linux",
      "version": "2.4",
      "date": "2026-10-20T11:22:11.000Z",
      "distro": "resolute",
      "commit": "b2c2ec7d335a585cf6042d5959a52e2e0d7644b1",
      "fileid": "https://r2.ropensci.org/29279b1e0e330485a28a42b596eab1f5fab8076ecf25ca4ec9a4ca1429752462",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/sth1402/actions/runs/39413824551"
    },
    {
      "r": "4.6.1",
      "os": "linux",
      "version": "2.4",
      "date": "2026-10-20T11:22:05.000Z",
      "distro": "resolute",
      "commit": "b2c2ec7d335a585cf6042d5959a52e2e0d7644b1",
      "fileid": "https://r2.ropensci.org/01825e33698a939683b049314aac91d0214e6e75519bfda52e723fc42b4aed4f",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/sth1402/actions/runs/39413824551"
    },
    {
      "r": "4.5.3",
      "os": "mac",
      "version": "2.4",
      "date": "2026-10-20T11:34:07.000Z",
      "commit": "b2c2ec7d335a585cf6042d5959a52e2e0d7644b1",
      "fileid": "https://r2.ropensci.org/2ca7882e38fe642b90454785e8a78e27734ff40667f63a6e671f6b100d7c8272",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/sth1402/actions/runs/39413824551"
    },
    {
      "r": "4.6.1",
      "os": "mac",
      "version": "2.4",
      "date": "2026-10-20T11:31:50.000Z",
      "commit": "b2c2ec7d335a585cf6042d5959a52e2e0d7644b1",
      "fileid": "https://r2.ropensci.org/87ee01b39a6b354691249d1148f189b5fe1bc495758eb013ef3a796781de86e3",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/sth1402/actions/runs/39413824551"
    },
    {
      "r": "4.6.0",
      "os": "wasm",
      "version": "2.4",
      "date": "2026-10-20T11:22:02.000Z",
      "commit": "b2c2ec7d335a585cf6042d5959a52e2e0d7644b1",
      "fileid": "https://r2.ropensci.org/76fd4642c014d415e1d68c71d9d7bf2c903a64c41ed2d017913711a3ed019f99",
      "status": "success",
      "buildurl": "https://github.com/r-universe/sth1402/actions/runs/39413824551"
    },
    {
      "r": "4.7.0",
      "os": "win",
      "version": "2.4",
      "date": "2026-10-20T11:21:18.000Z",
      "commit": "b2c2ec7d335a585cf6042d5959a52e2e0d7644b1",
      "fileid": "https://r2.ropensci.org/17d72487e55dd7b2a97d903cf9e3dd8c06273ae9958d8ea612a9e327e7996cd0",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/sth1402/actions/runs/39413824551"
    },
    {
      "r": "4.5.3",
      "os": "win",
      "version": "2.4",
      "date": "2026-10-20T11:21:21.000Z",
      "commit": "b2c2ec7d335a585cf6042d5959a52e2e0d7644b1",
      "fileid": "https://r2.ropensci.org/de54ca27121036c1e879b7b69b6097fa9269e6720720c353be2d49fb3b27ec0f",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/sth1402/actions/runs/39413824551"
    },
    {
      "r": "4.6.1",
      "os": "win",
      "version": "2.4",
      "date": "2026-10-20T11:21:32.000Z",
      "commit": "b2c2ec7d335a585cf6042d5959a52e2e0d7644b1",
      "fileid": "https://r2.ropensci.org/d5c48eed633e40a2f9dc390239ff9a94cb37e79b7547b85bd193a0b3bf11d9f5",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/sth1402/actions/runs/39413824551"
    }
  ]
}