{
  "_id": "6a1d431b1d7bb097a0a41816",
  "Package": "rqlm",
  "Type": "Package",
  "Title": "Modified Poisson Regression for Binary Outcome and Related\nMethods",
  "Version": "4.3-2",
  "Date": "2026-03-01",
  "Authors@R": "c( person(\"Hisashi\", \"Noma\", , \"noma@ism.ac.jp\", role = c(\"aut\",\"cre\"), comment = c(ORCID = \"0000-0002-2520-9949\")))",
  "Maintainer": "Hisashi Noma <noma@ism.ac.jp>",
  "Description": "Modified Poisson, logistic and least-squares regression\nanalyses for binary outcomes of Zou (2004)\n<doi:10.1093/aje/kwh090>, Noma\n(2026)<doi:10.1016/j.spl.2026.110698>, and Cheung (2007)\n<doi:10.1093/aje/kwm223> have been standard multivariate\nanalysis methods to estimate risk ratio and risk difference in\nclinical and epidemiological studies. This R package involves\nan easy-to-handle function to implement these analyses by\nsimple commands. Missing data analysis tools (multiple\nimputation) are also involved. In addition, recent studies have\nshown the ordinary robust variance estimator possibly has\nserious bias under small or moderate sample size situations for\nthese methods. This package also provides computational tools\nto calculate alternative accurate confidence intervals.",
  "License": "GPL-3",
  "Encoding": "UTF-8",
  "LazyData": "true",
  "NeedsCompilation": "no",
  "Packaged": {
    "Date": "2026-06-01 08:26:50 UTC",
    "User": "root"
  },
  "Author": "Hisashi Noma [aut, cre] (ORCID:\n<https://orcid.org/0000-0002-2520-9949>)",
  "Config/pak/sysreqs": "cmake make libicu-dev libx11-dev zlib1g-dev",
  "Repository": "https://nomahi.r-universe.dev",
  "Date/Publication": "2026-03-01 03:30:02 UTC",
  "RemoteUrl": "https://github.com/cran/rqlm",
  "RemoteRef": "HEAD",
  "RemoteSha": "d8c19098ed68b3243d957c64f87bbd197ba12165",
  "MD5sum": "32d4c704aad7eaebe559fb0778e02b32",
  "_user": "nomahi",
  "_type": "src",
  "_file": "rqlm_4.3-2.tar.gz",
  "_fileid": "f2b4701115b0016443c4d38d35ad7828d4b6befee3c7170a99011df83748b4bc",
  "_filesize": 240684,
  "_sha256": "f2b4701115b0016443c4d38d35ad7828d4b6befee3c7170a99011df83748b4bc",
  "_created": "2026-06-01T08:26:50.000Z",
  "_published": "2026-06-01T08:30:19.596Z",
  "_distro": "noble",
  "_jobs": [
    {
      "job": 78813979382,
      "time": 166,
      "config": "linux-devel-x86_64",
      "r": "4.7.0",
      "check": "OK",
      "artifact": "7326785799"
    },
    {
      "job": 78813979533,
      "time": 149,
      "config": "linux-release-x86_64",
      "r": "4.6.0",
      "check": "OK",
      "artifact": "7326780122"
    },
    {
      "job": 78813979487,
      "time": 102,
      "config": "macos-oldrel-arm64",
      "r": "4.5.3",
      "check": "OK",
      "artifact": "7326765252"
    },
    {
      "job": 78813979410,
      "time": 125,
      "config": "macos-release-arm64",
      "r": "4.6.0",
      "check": "OK",
      "artifact": "7326772151"
    },
    {
      "job": 78813585821,
      "time": 161,
      "config": "source",
      "r": "4.6.0",
      "check": "OK",
      "artifact": "7326733359"
    },
    {
      "job": 78813979393,
      "time": 100,
      "config": "wasm-release",
      "r": "4.6.0",
      "check": "OK",
      "artifact": "7326764701"
    },
    {
      "job": 78813979563,
      "time": 114,
      "config": "windows-devel",
      "r": "4.7.0",
      "check": "OK",
      "artifact": "7326769090"
    },
    {
      "job": 78813979389,
      "time": 119,
      "config": "windows-oldrel",
      "r": "4.5.3",
      "check": "OK",
      "artifact": "7326770330"
    },
    {
      "job": 78813979380,
      "time": 137,
      "config": "windows-release",
      "r": "4.6.0",
      "check": "OK",
      "artifact": "7326776580"
    }
  ],
  "_buildurl": "https://github.com/r-universe/nomahi/actions/runs/26743641400",
  "_status": "success",
  "_host": "GitHub-Actions",
  "_upstream": "https://github.com/cran/rqlm",
  "_commit": {
    "id": "d8c19098ed68b3243d957c64f87bbd197ba12165",
    "author": "Hisashi Noma <noma@ism.ac.jp>",
    "committer": "cran-robot <csardi.gabor+cran@gmail.com>",
    "message": "version 4.3-2\n",
    "time": 1772335802
  },
  "_maintainer": {
    "name": "Hisashi Noma",
    "email": "noma@ism.ac.jp",
    "login": "nomahi",
    "orcid": "0000-0002-2520-9949",
    "description": "Hisashi Noma,\nProfessor of Biostatistics, The Institute of Statistical Mathematics, Tokyo, Japan.",
    "uuid": 63063772
  },
  "_registered": true,
  "_dependencies": [
    {
      "package": "R",
      "version": ">= 3.5.0",
      "role": "Depends"
    },
    {
      "package": "stats",
      "role": "Imports"
    },
    {
      "package": "MASS",
      "role": "Imports"
    },
    {
      "package": "nnet",
      "role": "Imports"
    },
    {
      "package": "sandwich",
      "role": "Imports"
    },
    {
      "package": "mice",
      "role": "Imports"
    },
    {
      "package": "lme4",
      "role": "Imports"
    }
  ],
  "_owner": "cran",
  "_selfowned": true,
  "_usedby": 0,
  "_updates": [
    {
      "week": "2025-47",
      "n": 1
    },
    {
      "week": "2025-48",
      "n": 1
    },
    {
      "week": "2025-49",
      "n": 1
    },
    {
      "week": "2025-51",
      "n": 1
    },
    {
      "week": "2025-52",
      "n": 1
    },
    {
      "week": "2026-05",
      "n": 1
    },
    {
      "week": "2026-09",
      "n": 1
    }
  ],
  "_tags": [
    {
      "name": "3.1-1",
      "date": "2025-11-23"
    },
    {
      "name": "3.2-1",
      "date": "2025-11-24"
    },
    {
      "name": "4.1-1",
      "date": "2025-12-06"
    },
    {
      "name": "4.2-1",
      "date": "2025-12-15"
    },
    {
      "name": "4.2-2",
      "date": "2025-12-22"
    },
    {
      "name": "4.3-1",
      "date": "2026-01-28"
    },
    {
      "name": "4.3-2",
      "date": "2026-03-01"
    }
  ],
  "_stars": 0,
  "_contributors": [
    {
      "user": "nomahi",
      "count": 12,
      "uuid": 63063772
    }
  ],
  "_userbio": {
    "uuid": 63063772,
    "type": "user",
    "name": "Hisashi Noma",
    "description": "Hisashi Noma,\r\nProfessor of Biostatistics, The Institute of Statistical Mathematics, Tokyo, Japan."
  },
  "_downloads": {
    "count": 242,
    "source": "https://cranlogs.r-pkg.org/downloads/total/last-month/rqlm"
  },
  "_searchresults": 4,
  "_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/rqlm.html",
    "manual.pdf"
  ],
  "_realowner": "nomahi",
  "_cranurl": false,
  "_releases": [
    {
      "version": "1.1-1",
      "date": "2024-01-11"
    },
    {
      "version": "1.2-1",
      "date": "2024-01-19"
    },
    {
      "version": "1.3-1",
      "date": "2024-05-17"
    },
    {
      "version": "2.1-1",
      "date": "2024-05-23"
    },
    {
      "version": "2.3-1",
      "date": "2025-01-12"
    },
    {
      "version": "3.1-1",
      "date": "2025-11-23"
    },
    {
      "version": "3.2-1",
      "date": "2025-11-24"
    },
    {
      "version": "4.1-1",
      "date": "2025-12-11"
    },
    {
      "version": "4.2-1",
      "date": "2025-12-15"
    },
    {
      "version": "4.2-2",
      "date": "2025-12-22"
    },
    {
      "version": "4.3-1",
      "date": "2026-01-28"
    },
    {
      "version": "4.3-2",
      "date": "2026-03-01"
    }
  ],
  "_exports": [
    "bsci.ls",
    "bsci.pois",
    "coeff",
    "mi_glm",
    "mi_rqlm",
    "qesci.ls",
    "qesci.pois",
    "qlogist",
    "rqlm",
    "stabwt",
    "stabwtlong",
    "stabwtmulti",
    "SumStat",
    "ttemsm"
  ],
  "_datasets": [
    {
      "name": "exdata01",
      "title": "A simulated example dataset",
      "object": "exdata01",
      "class": [
        "data.frame"
      ],
      "fields": [
        "y",
        "x1",
        "x2",
        "x3",
        "x4"
      ],
      "rows": 40,
      "table": true,
      "tojson": true
    },
    {
      "name": "exdata02",
      "title": "A simulated example dataset",
      "object": "exdata02",
      "class": [
        "data.frame"
      ],
      "fields": [
        "y",
        "x1",
        "x2",
        "x3",
        "x4"
      ],
      "rows": 1200,
      "table": true,
      "tojson": true
    },
    {
      "name": "exdata03",
      "title": "A simulated example dataset with missing covariates",
      "object": "exdata03",
      "class": [
        "data.frame"
      ],
      "fields": [
        "y",
        "x1",
        "x2",
        "x3",
        "x4"
      ],
      "rows": 1200,
      "table": true,
      "tojson": true
    },
    {
      "name": "exdata04",
      "title": "A simulated example dataset for target trial emulation",
      "object": "exdata04",
      "class": [
        "data.frame"
      ],
      "fields": [
        "ID",
        "trial",
        "time",
        "A",
        "L1",
        "L2",
        "L3",
        "Y",
        "w_pp"
      ],
      "rows": 3130,
      "table": true,
      "tojson": true
    },
    {
      "name": "mch",
      "title": "A cluster-randomised trial dataset for the maternal and child health handbook",
      "object": "mch",
      "class": [
        "data.frame"
      ],
      "fields": [
        "ID",
        "SOUM",
        "x",
        "mage",
        "medu",
        "mmarry",
        "mprig1",
        "height",
        "weight",
        "time",
        "Y",
        "y",
        "ses"
      ],
      "rows": 500,
      "table": true,
      "tojson": true
    }
  ],
  "_help": [
    {
      "page": "rqlm-package",
      "title": "The 'rqlm' package.",
      "topics": [
        "rqlm-package"
      ]
    },
    {
      "page": "bsci.ls",
      "title": "Calculating bootstrap confidence interval for modified least-squares regression based on the quasi-score statistic",
      "topics": [
        "bsci.ls"
      ]
    },
    {
      "page": "bsci.pois",
      "title": "Calculating bootstrap confidence interval for modified Poisson regression based on the quasi-score statistic",
      "topics": [
        "bsci.pois"
      ]
    },
    {
      "page": "coeff",
      "title": "Computation of the ordinary confidence intervals and P-values using the model variance estimator",
      "topics": [
        "coeff"
      ]
    },
    {
      "page": "exdata01",
      "title": "A simulated example dataset",
      "topics": [
        "exdata01"
      ]
    },
    {
      "page": "exdata02",
      "title": "A simulated example dataset",
      "topics": [
        "exdata02"
      ]
    },
    {
      "page": "exdata03",
      "title": "A simulated example dataset with missing covariates",
      "topics": [
        "exdata03"
      ]
    },
    {
      "page": "exdata04",
      "title": "A simulated example dataset for target trial emulation",
      "topics": [
        "exdata04"
      ]
    },
    {
      "page": "mch",
      "title": "A cluster-randomised trial dataset for the maternal and child health handbook",
      "topics": [
        "mch"
      ]
    },
    {
      "page": "mi_glm",
      "title": "Multiple imputation analysis for the generalized linear model",
      "topics": [
        "mi_glm"
      ]
    },
    {
      "page": "mi_rqlm",
      "title": "Multiple imputation analysis for modified Poisson and least-squares regressions",
      "topics": [
        "mi_rqlm"
      ]
    },
    {
      "page": "qesci.ls",
      "title": "Calculating confidence interval for modified least-squares regression based on the quasi-score test",
      "topics": [
        "qesci.ls"
      ]
    },
    {
      "page": "qesci.pois",
      "title": "Calculating confidence interval for modified Poisson regression based on the quasi-score test",
      "topics": [
        "qesci.pois"
      ]
    },
    {
      "page": "qlogist",
      "title": "Augmented (modified) logistic regression analyses for estimating risk ratio",
      "topics": [
        "qlogist"
      ]
    },
    {
      "page": "rqlm",
      "title": "Modified Poisson and least-squares regression analyses for binary outcomes",
      "topics": [
        "rqlm"
      ]
    },
    {
      "page": "stabwt",
      "title": "Calculating stabilized weights for IPW analysis: Single time point",
      "topics": [
        "stabwt"
      ]
    },
    {
      "page": "stabwtlong",
      "title": "Calculating stabilized weights for IPW analysis: Longitudinal data",
      "topics": [
        "stabwtlong"
      ]
    },
    {
      "page": "stabwtmulti",
      "title": "Calculating stabilized weights for IPW analysis: Single time point (for more than 3 groups)",
      "topics": [
        "stabwtmulti"
      ]
    },
    {
      "page": "SumStat",
      "title": "Creating summary table for IPTW analysis using stabilized weights",
      "topics": [
        "SumStat"
      ]
    },
    {
      "page": "ttemsm",
      "title": "Pooled logistic regression for target trial emulation",
      "topics": [
        "ttemsm"
      ]
    }
  ],
  "_rundeps": [
    "backports",
    "bit",
    "bit64",
    "boot",
    "broom",
    "cli",
    "clipr",
    "codetools",
    "cpp11",
    "crayon",
    "dplyr",
    "forcats",
    "foreach",
    "generics",
    "glmnet",
    "glue",
    "haven",
    "hms",
    "iterators",
    "jomo",
    "lattice",
    "lifecycle",
    "lme4",
    "magrittr",
    "MASS",
    "Matrix",
    "mice",
    "minqa",
    "mitml",
    "nlme",
    "nloptr",
    "nnet",
    "numDeriv",
    "ordinal",
    "pan",
    "pillar",
    "pkgconfig",
    "prettyunits",
    "progress",
    "purrr",
    "R6",
    "rbibutils",
    "Rcpp",
    "RcppEigen",
    "Rdpack",
    "readr",
    "reformulas",
    "rlang",
    "rpart",
    "sandwich",
    "shape",
    "stringi",
    "stringr",
    "survival",
    "tibble",
    "tidyr",
    "tidyselect",
    "tzdb",
    "ucminf",
    "utf8",
    "vctrs",
    "vroom",
    "withr",
    "zoo"
  ],
  "_score": 1.845098040014257,
  "_indexed": true,
  "_nocasepkg": "rqlm",
  "_universes": [
    "nomahi"
  ],
  "_binaries": [
    {
      "r": "4.7.0",
      "os": "linux",
      "version": "4.3-2",
      "date": "2026-06-01T08:29:13.000Z",
      "distro": "noble",
      "commit": "d8c19098ed68b3243d957c64f87bbd197ba12165",
      "fileid": "1e49b1a09ef2ab73a9292cdf1f2472867d8a496f694e52608314b32a35cb333d",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/nomahi/actions/runs/26743641400"
    },
    {
      "r": "4.6.0",
      "os": "linux",
      "version": "4.3-2",
      "date": "2026-06-01T08:28:57.000Z",
      "distro": "noble",
      "commit": "d8c19098ed68b3243d957c64f87bbd197ba12165",
      "fileid": "ddd11730f479a9bd4a949aea1ac05cb884a6a8c3725b434fe5aded55bbe5ff53",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/nomahi/actions/runs/26743641400"
    },
    {
      "r": "4.5.3",
      "os": "mac",
      "version": "4.3-2",
      "date": "2026-06-01T08:28:26.000Z",
      "commit": "d8c19098ed68b3243d957c64f87bbd197ba12165",
      "fileid": "2acade3076333301365d7791caf3aae8f367509e62d20183a897fdd8e3854f8b",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/nomahi/actions/runs/26743641400"
    },
    {
      "r": "4.6.0",
      "os": "mac",
      "version": "4.3-2",
      "date": "2026-06-01T08:28:43.000Z",
      "commit": "d8c19098ed68b3243d957c64f87bbd197ba12165",
      "fileid": "363641c702ce59cf1df53874ea49d0565a4601a742e1935eec3d13673d2076c8",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/nomahi/actions/runs/26743641400"
    },
    {
      "r": "4.6.0",
      "os": "wasm",
      "version": "4.3-2",
      "date": "2026-06-01T08:28:50.000Z",
      "commit": "d8c19098ed68b3243d957c64f87bbd197ba12165",
      "fileid": "c57383e06f0e3131b0a65fb21c3284c2f3819ecd939cc8e063f034cd7e846ba5",
      "status": "success",
      "buildurl": "https://github.com/r-universe/nomahi/actions/runs/26743641400"
    },
    {
      "r": "4.7.0",
      "os": "win",
      "version": "4.3-2",
      "date": "2026-06-01T08:28:10.000Z",
      "commit": "d8c19098ed68b3243d957c64f87bbd197ba12165",
      "fileid": "987be166a9d4c93a65ba243b2d7ea83ffae8ac9c410a7e952fa07818432d9c40",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/nomahi/actions/runs/26743641400"
    },
    {
      "r": "4.5.3",
      "os": "win",
      "version": "4.3-2",
      "date": "2026-06-01T08:28:14.000Z",
      "commit": "d8c19098ed68b3243d957c64f87bbd197ba12165",
      "fileid": "2f8d6e58a3a760a5d541fc54b07044068a33d47a5c0b3cf7eef8dc1d855dc9d7",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/nomahi/actions/runs/26743641400"
    },
    {
      "r": "4.6.0",
      "os": "win",
      "version": "4.3-2",
      "date": "2026-06-01T08:28:39.000Z",
      "commit": "d8c19098ed68b3243d957c64f87bbd197ba12165",
      "fileid": "decffe04c64c6980a5293ad30c735a4039e0a5f4966be818f743c63ffd8cd4eb",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/nomahi/actions/runs/26743641400"
    }
  ]
}