{
  "_id": "6a10447cacfb0bcc41c9e449",
  "Package": "tmle",
  "Version": "2.1.1",
  "Date": "2025-08-30",
  "Title": "Targeted Maximum Likelihood Estimation",
  "Authors@R": "c(person(\"Susan\", \"Gruber\", role = c(\"aut\", \"cre\"), \nemail = \"sgruber@cal.berkeley.edu\"),\nperson(\"Mark\", \"van der Laan\", role = \"aut\",\nemail = \"laan@berkeley.edu\"),\nperson(\"Chris\", \"Kennedy\", role = \"ctr\", email = \"ck37@berkeley.edu\"))",
  "Author": "Susan Gruber [aut, cre], Mark van der Laan [aut], Chris Kennedy\n[ctr]",
  "Maintainer": "Susan Gruber <sgruber@cal.berkeley.edu>",
  "Copyright": "Copyright 2012. The Regents of the University of California\n(Regents). All Rights Reserved.",
  "Description": "Targeted maximum likelihood estimation of point treatment\neffects (Targeted Maximum Likelihood Learning, The\nInternational Journal of Biostatistics, 2(1), 2006.  This\nversion automatically estimates the additive treatment effect\namong the treated (ATT) and among the controls (ATC).  The\ntmle() function calculates the adjusted marginal difference in\nmean outcome associated with a binary point treatment, for\ncontinuous or binary outcomes.  Relative risk and odds ratio\nestimates are also reported for binary outcomes. Missingness in\nthe outcome is allowed, but not in treatment assignment or\nbaseline covariate values.  The population mean is calculated\nwhen there is missingness, and no variation in the treatment\nassignment. The tmleMSM() function estimates the parameters of\na marginal structural model for a binary point treatment\neffect. Effect estimation stratified by a binary mediating\nvariable is also available. An ID argument can be used to\nidentify repeated measures. Default settings call\n'SuperLearner' to estimate the Q and g portions of the\nlikelihood, unless values or a user-supplied regression\nfunction are passed in as arguments.",
  "License": "BSD_3_clause + file LICENSE | GPL-2",
  "URL": "https://CRAN.R-project.org/package=tmle",
  "NeedsCompilation": "no",
  "Packaged": {
    "Date": "2026-05-11 06:27:43 UTC",
    "User": "root"
  },
  "Repository": "https://cran.r-universe.dev",
  "Date/Publication": "2025-08-30 15:10:02 UTC",
  "RemoteUrl": "https://github.com/cran/tmle",
  "RemoteRef": "HEAD",
  "RemoteSha": "f8d88a07a3d25c96688221b384043eef7a31fe68",
  "MD5sum": "d4c89f9e8f23e7fea1791aeb1459627e",
  "_user": "cran",
  "_type": "src",
  "_file": "tmle_2.1.1.tar.gz",
  "_fileid": "3d87936f4ebc5e917ccb8bb041bac561f1db28c670b0158eea01490e0eedaf39",
  "_filesize": 250544,
  "_sha256": "3d87936f4ebc5e917ccb8bb041bac561f1db28c670b0158eea01490e0eedaf39",
  "_created": "2026-05-11T06:27:43.000Z",
  "_published": "2026-05-22T11:56:44.233Z",
  "_distro": "noble",
  "_jobs": [
    {
      "job": 77374609456,
      "time": 133,
      "config": "linux-devel-x86_64",
      "r": "4.7.0",
      "check": "OK",
      "artifact": "6911703859"
    },
    {
      "job": 77374609253,
      "time": 131,
      "config": "linux-release-x86_64",
      "r": "4.6.0",
      "check": "OK",
      "artifact": "6911703728"
    },
    {
      "job": 77374608886,
      "time": 182,
      "config": "source",
      "r": "4.6.0",
      "check": "OK",
      "artifact": "6911672102"
    },
    {
      "job": 77374608635,
      "time": 102,
      "config": "wasm-release",
      "r": "4.6.0",
      "check": "OK",
      "artifact": "7159891645"
    }
  ],
  "_buildurl": "https://github.com/r-universe/cran/actions/runs/25653945385",
  "_status": "success",
  "_host": "GitHub-Actions",
  "_upstream": "https://github.com/cran/tmle",
  "_commit": {
    "id": "f8d88a07a3d25c96688221b384043eef7a31fe68",
    "author": "Susan Gruber <sgruber@cal.berkeley.edu>",
    "committer": "cran-robot <csardi.gabor+cran@gmail.com>",
    "message": "version 2.1.1\n",
    "time": 1756566602
  },
  "_maintainer": {
    "name": "Susan Gruber",
    "email": "sgruber@cal.berkeley.edu"
  },
  "_registered": true,
  "_dependencies": [
    {
      "package": "glmnet",
      "role": "Depends"
    },
    {
      "package": "SuperLearner",
      "version": ">= 2.0",
      "role": "Depends"
    },
    {
      "package": "dbarts",
      "version": ">= 0.9-18",
      "role": "Suggests"
    },
    {
      "package": "gam",
      "version": ">= 1.15",
      "role": "Suggests"
    },
    {
      "package": "ROCR",
      "version": ">= 1.0-7",
      "role": "Suggests"
    },
    {
      "package": "WeightedROC",
      "role": "Suggests"
    }
  ],
  "_owner": "cran",
  "_selfowned": false,
  "_usedby": 3,
  "_updates": [
    {
      "week": "2025-35",
      "n": 1
    }
  ],
  "_tags": [
    {
      "name": "2.1.1",
      "date": "2025-08-30"
    }
  ],
  "_stars": 3,
  "_userbio": {
    "uuid": 6899542,
    "type": "organization",
    "name": "cran",
    "description": "Unofficial read-only mirror of all CRAN R packages"
  },
  "_downloads": {
    "count": 1335,
    "source": "https://cranlogs.r-pkg.org/downloads/total/last-month/tmle"
  },
  "_mentions": 11,
  "_searchresults": 390,
  "_rbuild": "4.6.0",
  "_assets": [
    "extra/citation.cff",
    "extra/citation.html",
    "extra/citation.json",
    "extra/citation.txt",
    "extra/contents.json",
    "extra/NEWS.html",
    "extra/NEWS.txt",
    "extra/tmle.html",
    "manual.pdf"
  ],
  "_realowner": "cran",
  "_cranurl": false,
  "_releases": [
    {
      "version": "1.2.0-2",
      "date": "2012-11-14"
    },
    {
      "version": "1.2.0-3",
      "date": "2012-11-15"
    },
    {
      "version": "1.2.0-4",
      "date": "2014-03-09"
    },
    {
      "version": "1.2.0-5",
      "date": "2017-01-07"
    },
    {
      "version": "1.3.0",
      "date": "2018-02-01"
    },
    {
      "version": "1.3.0-1",
      "date": "2018-03-28"
    },
    {
      "version": "1.3.0-2",
      "date": "2019-02-20"
    },
    {
      "version": "1.4.0",
      "date": "2019-10-13"
    },
    {
      "version": "1.4.0.1",
      "date": "2019-10-15"
    },
    {
      "version": "1.5.0-1",
      "date": "2020-06-07"
    },
    {
      "version": "1.5.0.2",
      "date": "2021-09-06"
    },
    {
      "version": "2.0.0",
      "date": "2023-08-24"
    },
    {
      "version": "2.0.1",
      "date": "2024-05-02"
    },
    {
      "version": "2.0.1.1",
      "date": "2024-05-28"
    },
    {
      "version": "2.1.1",
      "date": "2025-08-30"
    }
  ],
  "_exports": [
    "calcParameters",
    "calcSigma",
    "estimateG",
    "estimateQ",
    "oneStepATT",
    "predict.tmle.SL.dbarts2",
    "print.summary.tmle",
    "print.summary.tmle.list",
    "print.summary.tmleMSM",
    "print.tmle",
    "print.tmle.list",
    "print.tmleMSM",
    "summary.tmle",
    "summary.tmle.list",
    "summary.tmleMSM",
    "tmle",
    "tmle.SL.dbarts.k.5",
    "tmle.SL.dbarts2",
    "tmleMSM",
    "tmleNews"
  ],
  "_datasets": [
    {
      "name": "fev",
      "title": "Forced Expiratory Volume (FEV) Data (fev)",
      "object": "fev",
      "file": "fev.rda",
      "class": [
        "data.frame"
      ],
      "fields": [
        "age",
        "fev",
        "ht",
        "sex",
        "smoke"
      ],
      "rows": 654,
      "table": true,
      "tojson": true
    }
  ],
  "_help": [
    {
      "page": "tmle-package",
      "title": "Targeted Maximum Likelihood Estimation with Super Learning",
      "topics": [
        "tmle-package"
      ]
    },
    {
      "page": "calcParameters",
      "title": "Calculate Parameter Estimates (calcParameters)",
      "topics": [
        "calcParameters"
      ]
    },
    {
      "page": "calcSigma",
      "title": "Calculate Variance-Covariance Matrix for MSM Parameters (calcSigma)",
      "topics": [
        "calcSigma"
      ]
    },
    {
      "page": "estimateG",
      "title": "Estimate Treatment or Missingness Mechanism",
      "topics": [
        "estimateG"
      ]
    },
    {
      "page": "estimateQ",
      "title": "Initial Estimation of Q portion of the Likelihood",
      "topics": [
        "estimateQ"
      ]
    },
    {
      "page": "fev",
      "title": "Forced Expiratory Volume (FEV) Data (fev)",
      "topics": [
        "fev"
      ]
    },
    {
      "page": "oneStepATT",
      "title": "Calculate Additive treatment effect among the treated (oneStepATT)",
      "topics": [
        "oneStepATT"
      ]
    },
    {
      "page": "summary.tmle",
      "title": "Summarization of the results of a call to the tmle routine",
      "topics": [
        "print.summary.tmle",
        "print.summary.tmle.list",
        "print.tmle",
        "print.tmle.list",
        "summary.tmle",
        "summary.tmle.list"
      ]
    },
    {
      "page": "summary.tmleMSM",
      "title": "Summarization of the results of a call to the tmleMSM function",
      "topics": [
        "print.summary.tmleMSM",
        "print.tmleMSM",
        "summary.tmleMSM"
      ]
    },
    {
      "page": "tmle",
      "title": "Targeted Maximum Likelihood Estimation",
      "topics": [
        "tmle"
      ]
    },
    {
      "page": "tmle.Sl.dbarts2",
      "title": "Super Learner wrappers for modeling and prediction using 'bart' in the 'dbarts' package",
      "topics": [
        "predict.tmle.SL.dbarts2",
        "tmle.SL.dbarts.k.5",
        "tmle.SL.dbarts2"
      ]
    },
    {
      "page": "tmleMSM",
      "title": "Targeted Maximum Likelihood Estimation of Parameter of MSM",
      "topics": [
        "tmleMSM"
      ]
    },
    {
      "page": "tmleNews",
      "title": "Show the NEWS file (tmleNews)",
      "topics": [
        "tmleNews"
      ]
    }
  ],
  "_rundeps": [
    "bitops",
    "caTools",
    "codetools",
    "cvAUC",
    "data.table",
    "foreach",
    "gam",
    "glmnet",
    "gplots",
    "gtools",
    "iterators",
    "KernSmooth",
    "lattice",
    "Matrix",
    "nnls",
    "Rcpp",
    "RcppEigen",
    "ROCR",
    "shape",
    "SuperLearner",
    "survival"
  ],
  "_score": 5.14790963688608,
  "_indexed": true,
  "_nocasepkg": "tmle",
  "_universes": [
    "cran"
  ],
  "_binaries": [
    {
      "r": "4.7.0",
      "os": "linux",
      "version": "2.1.1",
      "date": "2026-05-11T06:29:54.000Z",
      "distro": "noble",
      "commit": "f8d88a07a3d25c96688221b384043eef7a31fe68",
      "fileid": "9eb9b2399211b0d2da55deddb692ff34324feb1ed14e71b3ceace8388668f85f",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/cran/actions/runs/25653945385"
    },
    {
      "r": "4.6.0",
      "os": "linux",
      "version": "2.1.1",
      "date": "2026-05-11T06:29:47.000Z",
      "distro": "noble",
      "commit": "f8d88a07a3d25c96688221b384043eef7a31fe68",
      "fileid": "e25270abd436b6df1dd47810cc2c68504e885f7a1ac97d90bf5b1d4131a11dae",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/cran/actions/runs/25653945385"
    },
    {
      "r": "4.6.0",
      "os": "wasm",
      "version": "2.1.1",
      "date": "2026-05-22T11:56:30.000Z",
      "commit": "f8d88a07a3d25c96688221b384043eef7a31fe68",
      "fileid": "e61e45d1eb0b52ffd52742f97b7da5095c364ec4ec1144fe27e99673ca0b15d8",
      "status": "success",
      "buildurl": "https://github.com/r-universe/cran/actions/runs/25653945385"
    }
  ]
}