{
  "_id": "6a266603794753ddbc3e67ca",
  "Package": "MRMCaov",
  "Type": "Package",
  "Title": "Multi-Reader Multi-Case Analysis of Variance",
  "Version": "0.3.0",
  "Date": "2023-01-09",
  "Authors@R": "c(person(c(\"Brian\", \"J\"), \"Smith\",\nemail = \"brian-j-smith@uiowa.edu\",\nrole = c(\"aut\", \"cre\")),\nperson(c(\"Stephen\", \"L\"), \"Hillis\",\nemail = \"steve-hillis@uiowa.edu\",\nrole = \"aut\"),\nperson(c(\"Lorenzo\", \"L\"), \"Pesce\",\nemail = \"lorenzo.pesce@northwestern.edu\",\nrole = \"ctb\"))",
  "Author": "Brian J Smith [aut, cre], Stephen L Hillis [aut], Lorenzo L\nPesce [ctb]",
  "Maintainer": "Brian J Smith <brian-j-smith@uiowa.edu>",
  "Description": "Estimation and comparison of the performances of\ndiagnostic tests in multi-reader multi-case studies where true\ncase statuses (or ground truths) are known and one or more\nreaders provide test ratings for multiple cases.  Reader\nperformance metrics are provided for area under and expected\nutility of ROC curves, likelihood ratio of positive or negative\ntests, and sensitivity and specificity.  ROC curves can be\nestimated empirically or with binormal or binormal\nlikelihood-ratio models.  Statistical comparisons of diagnostic\ntests are based on the ANOVA model of Obuchowski-Rockette and\nthe unified framework of Hillis (2005) <doi:10.1002/sim.2024>.\nThe ANOVA can be conducted with data from a full factorial,\nnested, or partially paired study design; with random or fixed\nreaders or cases; and covariances estimated with the DeLong\nmethod, jackknifing, or an unbiased method.  Smith and Hillis\n(2020) <doi:10.1117/12.2549075>.",
  "LazyData": "true",
  "License": "GPL-3",
  "URL": "https://github.com/brian-j-smith/MRMCaov",
  "BugReports": "https://github.com/brian-j-smith/MRMCaov/issues",
  "RoxygenNote": "7.2.3",
  "VignetteBuilder": "knitr",
  "Encoding": "UTF-8",
  "Repository": "https://brian-j-smith.r-universe.dev",
  "Date/Publication": "2023-01-18 21:05:53 UTC",
  "RemoteUrl": "https://github.com/brian-j-smith/mrmcaov",
  "RemoteRef": "HEAD",
  "RemoteSha": "d79e49bcef42ef2a17195aae84ca84ae569f8702",
  "NeedsCompilation": "no",
  "Packaged": {
    "Date": "2026-06-08 06:46:30 UTC",
    "User": "root"
  },
  "MD5sum": "bccd7b057c5ef80b1d1f22dc7379a39c",
  "_user": "brian-j-smith",
  "_type": "src",
  "_file": "MRMCaov_0.3.0.tar.gz",
  "_fileid": "eb85b589a1f5326557ad8df1f83b246d69cdc41ec23e6d04a3f5038c4fbd7154",
  "_filesize": 1129679,
  "_sha256": "eb85b589a1f5326557ad8df1f83b246d69cdc41ec23e6d04a3f5038c4fbd7154",
  "_created": "2026-06-08T06:46:30.000Z",
  "_published": "2026-06-08T06:49:38.987Z",
  "_distro": "noble",
  "_jobs": [
    {
      "job": 80037149144,
      "time": 135,
      "config": "linux-devel-x86_64",
      "r": "4.7.0",
      "check": "OK",
      "artifact": "7473305687"
    },
    {
      "job": 80037149150,
      "time": 132,
      "config": "linux-release-x86_64",
      "r": "4.6.0",
      "check": "OK",
      "artifact": "7473304911"
    },
    {
      "job": 80037149122,
      "time": 82,
      "config": "macos-oldrel-arm64",
      "r": "",
      "check": "FAIL",
      "artifact": ""
    },
    {
      "job": 80037149113,
      "time": 120,
      "config": "macos-release-arm64",
      "r": "4.6.0",
      "check": "OK",
      "artifact": "7473302645"
    },
    {
      "job": 80036745375,
      "time": 191,
      "config": "source",
      "r": "4.6.0",
      "check": "OK",
      "artifact": "7473272738"
    },
    {
      "job": 80037149129,
      "time": 107,
      "config": "wasm-release",
      "r": "4.6.0",
      "check": "OK",
      "artifact": "7473299181"
    },
    {
      "job": 80037149120,
      "time": 97,
      "config": "windows-devel",
      "r": "4.7.0",
      "check": "OK",
      "artifact": "7473296931"
    },
    {
      "job": 80037149123,
      "time": 104,
      "config": "windows-oldrel",
      "r": "4.5.3",
      "check": "OK",
      "artifact": "7473298767"
    },
    {
      "job": 80037149126,
      "time": 113,
      "config": "windows-release",
      "r": "4.6.0",
      "check": "OK",
      "artifact": "7473300850"
    }
  ],
  "_buildurl": "https://github.com/r-universe/brian-j-smith/actions/runs/27120634926",
  "_status": "success",
  "_host": "GitHub-Actions",
  "_upstream": "https://github.com/brian-j-smith/mrmcaov",
  "_commit": {
    "id": "d79e49bcef42ef2a17195aae84ca84ae569f8702",
    "author": "Brian J Smith <brian-j-smith@uiowa.edu>",
    "committer": "Brian J Smith <brian-j-smith@uiowa.edu>",
    "message": "Update pacakge citation\n",
    "time": 1674075953
  },
  "_maintainer": {
    "name": "Brian J Smith",
    "email": "brian-j-smith@uiowa.edu",
    "login": "brian-j-smith",
    "uuid": 7605459
  },
  "_registered": true,
  "_dependencies": [
    {
      "package": "R",
      "version": ">= 3.5.0",
      "role": "Depends"
    },
    {
      "package": "ggplot2",
      "role": "Imports"
    },
    {
      "package": "methods",
      "role": "Imports"
    },
    {
      "package": "mvtnorm",
      "role": "Imports"
    },
    {
      "package": "progress",
      "role": "Imports"
    },
    {
      "package": "tibble",
      "role": "Imports"
    },
    {
      "package": "trust",
      "role": "Imports"
    },
    {
      "package": "knitr",
      "role": "Suggests"
    }
  ],
  "_owner": "brian-j-smith",
  "_selfowned": true,
  "_usedby": 1,
  "_updates": [],
  "_tags": [],
  "_stars": 13,
  "_contributors": [
    {
      "user": "brian-j-smith",
      "count": 172,
      "uuid": 7605459
    }
  ],
  "_userbio": {
    "uuid": 7605459,
    "type": "user",
    "name": "Brian J Smith"
  },
  "_downloads": {
    "count": 775,
    "source": "https://cranlogs.r-pkg.org/downloads/total/last-month/MRMCaov"
  },
  "_devurl": "https://github.com/brian-j-smith/mrmcaov",
  "_searchresults": 16,
  "_rbuild": "4.6.0",
  "_assets": [
    "extra/citation.cff",
    "extra/citation.html",
    "extra/citation.json",
    "extra/citation.txt",
    "extra/contents.json",
    "extra/MRMCaov.html",
    "extra/NEWS.html",
    "extra/NEWS.txt",
    "extra/readme.html",
    "extra/readme.md",
    "manual.pdf"
  ],
  "_homeurl": "https://github.com/brian-j-smith/mrmcaov",
  "_realowner": "brian-j-smith",
  "_cranurl": true,
  "_releases": [
    {
      "version": "0.3.0",
      "date": "2023-01-14"
    },
    {
      "version": "0.3.1",
      "date": "2025-09-27"
    }
  ],
  "_exports": [
    "binary_sens",
    "binary_spec",
    "binormal_auc",
    "binormal_eu",
    "binormal_sens",
    "binormal_spec",
    "binormalLR_auc",
    "binormalLR_eu",
    "binormalLR_sens",
    "binormalLR_spec",
    "DeLong",
    "empirical_auc",
    "empirical_eu",
    "empirical_sens",
    "empirical_spec",
    "jackknife",
    "mrmc",
    "OR_to_RMH",
    "parameters",
    "RMH_to_OR",
    "roc_curves",
    "srmc",
    "stmc",
    "trapezoidal_auc",
    "trapezoidal_sens",
    "trapezoidal_spec",
    "unbiased"
  ],
  "_datasets": [
    {
      "name": "Franken",
      "title": "Multi-reader multi-case dataset",
      "object": "Franken",
      "class": [
        "data.frame"
      ],
      "fields": [
        "reader",
        "treatment",
        "case",
        "truth",
        "rating"
      ],
      "rows": 800,
      "table": true,
      "tojson": true
    },
    {
      "name": "Kundel",
      "title": "Multi-reader multi-case dataset",
      "object": "Kundel",
      "class": [
        "tbl_df",
        "tbl",
        "data.frame"
      ],
      "fields": [
        "reader",
        "treatment",
        "treatment_name",
        "case",
        "truth",
        "rating"
      ],
      "rows": 1140,
      "table": true,
      "tojson": true
    },
    {
      "name": "VanDyke",
      "title": "Multi-reader multi-case dataset",
      "object": "VanDyke",
      "class": [
        "data.frame"
      ],
      "fields": [
        "reader",
        "treatment",
        "case",
        "truth",
        "rating",
        "case2",
        "case3"
      ],
      "rows": 1140,
      "table": true,
      "tojson": true
    }
  ],
  "_help": [
    {
      "page": "MRMCaov-package",
      "title": "MRMCaov: Multi-Reader Multi-Case Analysis of Variance",
      "topics": [
        "MRMCaov-package",
        "MRMCaov"
      ]
    },
    {
      "page": "cov_methods",
      "title": "Covariance Methods",
      "topics": [
        "cov_methods",
        "DeLong",
        "jackknife",
        "unbiased"
      ]
    },
    {
      "page": "Franken",
      "title": "Multi-reader multi-case dataset",
      "topics": [
        "Franken"
      ]
    },
    {
      "page": "Kundel",
      "title": "Multi-reader multi-case dataset",
      "topics": [
        "Kundel"
      ]
    },
    {
      "page": "metrics",
      "title": "Performance Metrics",
      "topics": [
        "binary_sens",
        "binary_spec",
        "binormalLR_auc",
        "binormalLR_eu",
        "binormalLR_sens",
        "binormalLR_spec",
        "binormal_auc",
        "binormal_eu",
        "binormal_sens",
        "binormal_spec",
        "empirical_auc",
        "empirical_eu",
        "empirical_sens",
        "empirical_spec",
        "metrics",
        "trapezoidal_auc",
        "trapezoidal_sens",
        "trapezoidal_spec"
      ]
    },
    {
      "page": "mrmc",
      "title": "Multi-Reader Multi-Case ROC Analysis",
      "topics": [
        "mrmc"
      ]
    },
    {
      "page": "OR_to_RMH",
      "title": "Convert Obuchowski-Rockette Parameters to Roe & Metz Parameters",
      "topics": [
        "OR_to_RMH",
        "OR_to_RMH.data.frame",
        "OR_to_RMH.default"
      ]
    },
    {
      "page": "plot-methods",
      "title": "ROC Plots",
      "topics": [
        "plot",
        "plot.empirical_curve",
        "plot.empirical_curves",
        "plot.mrmc",
        "plot.roc_curve",
        "plot.roc_curves",
        "plot.roc_points",
        "plot.stmc"
      ]
    },
    {
      "page": "print",
      "title": "Print ROC Objects",
      "topics": [
        "print.roc_curve",
        "print.roc_curves"
      ]
    },
    {
      "page": "RMH_to_OR",
      "title": "Convert Roe & Metz Parameters to Obuchowski-Rockette Parameters",
      "topics": [
        "RMH_to_OR",
        "RMH_to_OR.data.frame",
        "RMH_to_OR.default"
      ]
    },
    {
      "page": "roc_curves",
      "title": "ROC Performance Curves",
      "topics": [
        "mean",
        "mean.binormal_curves",
        "mean.roc_curve",
        "mean.roc_curves",
        "parameters",
        "parameters.mrmc",
        "parameters.roc_curve",
        "parameters.roc_curves",
        "parameters.stmc",
        "points",
        "points.empirical_curve",
        "points.empirical_curves",
        "points.roc_curve",
        "points.roc_curves",
        "roc_curves",
        "roc_curves.default",
        "roc_curves.mrmc",
        "roc_curves.stmc"
      ]
    },
    {
      "page": "srmc",
      "title": "Single-Reader Multi-Case ROC Analysis",
      "topics": [
        "srmc"
      ]
    },
    {
      "page": "stmc",
      "title": "Single-Test (Single-Reader) Multi-Case ROC Analysis",
      "topics": [
        "stmc"
      ]
    },
    {
      "page": "summary-methods",
      "title": "Summary Estimates and Statistical Tests",
      "topics": [
        "summary",
        "summary.mrmc",
        "summary.stmc"
      ]
    },
    {
      "page": "VanDyke",
      "title": "Multi-reader multi-case dataset",
      "topics": [
        "VanDyke"
      ]
    }
  ],
  "_readme": "https://github.com/brian-j-smith/mrmcaov/raw/HEAD/README.md",
  "_rundeps": [
    "cli",
    "cpp11",
    "crayon",
    "farver",
    "ggplot2",
    "glue",
    "gtable",
    "hms",
    "isoband",
    "labeling",
    "lifecycle",
    "magrittr",
    "mvtnorm",
    "pillar",
    "pkgconfig",
    "prettyunits",
    "progress",
    "R6",
    "RColorBrewer",
    "rlang",
    "S7",
    "scales",
    "tibble",
    "trust",
    "utf8",
    "vctrs",
    "viridisLite",
    "withr"
  ],
  "_vignettes": [
    {
      "source": "UserGuide.Rmd",
      "filename": "UserGuide.html",
      "title": "MRMCaov for R User Guide",
      "author": "Brian J Smith, Stephen L Hillis",
      "engine": "knitr::rmarkdown",
      "headings": [
        "Getting Started",
        "Documentation: User Guide",
        "Installation",
        "Citing the Software",
        "Introduction",
        "Obuchowski and Rockette Model",
        "VanDyke Example",
        "Multi-Reader Multi-Case Analysis",
        "Performance Metrics",
        "Area Under the ROC Curve",
        "ROC Curve Expected Utility",
        "ROC Curve Sensitivity and Specificity",
        "Binary Metrics",
        "Covariance Estimation Methods",
        "Fixed Factors",
        "Study Designs",
        "Single-Reader Multi-Case Analysis",
        "Single-Test Multi-Case Analysis",
        "ROC Curves",
        "Curve Fitting",
        "Single Curve",
        "Multiple Curves",
        "Parametric Curves",
        "Curve Points",
        "Mean Curves",
        "Reader Performance Metrics",
        "ROC Curve Metrics",
        "References"
      ],
      "created": "2022-08-18 14:28:41",
      "modified": "2023-01-12 14:17:19",
      "commits": 3
    }
  ],
  "_score": 5.494154594018443,
  "_indexed": true,
  "_nocasepkg": "mrmcaov",
  "_universes": [
    "brian-j-smith"
  ],
  "_binaries": [
    {
      "r": "4.5.3",
      "os": "mac",
      "version": "0.3.0",
      "date": "2026-05-09T09:26:03.000Z",
      "commit": "d79e49bcef42ef2a17195aae84ca84ae569f8702",
      "fileid": "0556ebfcb96fc1f4e26d61872fb50f8f9682953afd4008fad8c6a3a06bceda4f",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/brian-j-smith/actions/runs/25597548624"
    },
    {
      "r": "4.7.0",
      "os": "linux",
      "version": "0.3.0",
      "date": "2026-06-08T06:48:50.000Z",
      "distro": "noble",
      "commit": "d79e49bcef42ef2a17195aae84ca84ae569f8702",
      "fileid": "4e2758dd7e013f8b3e1495012a20cfe577a849c2edb80577ab4d0500fe0b3d1b",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/brian-j-smith/actions/runs/27120634926"
    },
    {
      "r": "4.6.0",
      "os": "linux",
      "version": "0.3.0",
      "date": "2026-06-08T06:48:48.000Z",
      "distro": "noble",
      "commit": "d79e49bcef42ef2a17195aae84ca84ae569f8702",
      "fileid": "cc41db6791c0b865fe69430e5d2285195fca1658db94ffb02910bf16d528e990",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/brian-j-smith/actions/runs/27120634926"
    },
    {
      "r": "4.6.0",
      "os": "mac",
      "version": "0.3.0",
      "date": "2026-06-08T06:48:47.000Z",
      "commit": "d79e49bcef42ef2a17195aae84ca84ae569f8702",
      "fileid": "f0606c3ccf9381ca34f2d9eb0d8cd38c647978b3a5e546dc42708d1cd93ce71b",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/brian-j-smith/actions/runs/27120634926"
    },
    {
      "r": "4.6.0",
      "os": "wasm",
      "version": "0.3.0",
      "date": "2026-06-08T06:48:54.000Z",
      "commit": "d79e49bcef42ef2a17195aae84ca84ae569f8702",
      "fileid": "72430c704c639bf990e362fca7f20938b1767cad153803066904639b9f1876ce",
      "status": "success",
      "buildurl": "https://github.com/r-universe/brian-j-smith/actions/runs/27120634926"
    },
    {
      "r": "4.7.0",
      "os": "win",
      "version": "0.3.0",
      "date": "2026-06-08T06:48:03.000Z",
      "commit": "d79e49bcef42ef2a17195aae84ca84ae569f8702",
      "fileid": "1f0a99753c53eb46398318c5980f4a70434e5c5dfdb5a9477037500f52b436f7",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/brian-j-smith/actions/runs/27120634926"
    },
    {
      "r": "4.5.3",
      "os": "win",
      "version": "0.3.0",
      "date": "2026-06-08T06:48:15.000Z",
      "commit": "d79e49bcef42ef2a17195aae84ca84ae569f8702",
      "fileid": "7192e4bc6d2f7257e05d220f2581b1b2ecd80e4d8a5ebd423e13a24be9278852",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/brian-j-smith/actions/runs/27120634926"
    },
    {
      "r": "4.6.0",
      "os": "win",
      "version": "0.3.0",
      "date": "2026-06-08T06:48:23.000Z",
      "commit": "d79e49bcef42ef2a17195aae84ca84ae569f8702",
      "fileid": "ec6740a08f0b7f1d003761e6614388499b2899499556dd657f68fc2668f0f4e5",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/brian-j-smith/actions/runs/27120634926"
    }
  ]
}