{
  "_id": "6acb4980fe5cc25786e8d812",
  "Package": "mcca",
  "Type": "Package",
  "Title": "Multi-Category Classification Accuracy",
  "Version": "0.5.0",
  "Author": "Ming Gao, Jialiang Li",
  "Maintainer": "Ming Gao <gaoming@umich.edu>",
  "Description": "It contains six common multi-category classification\naccuracy evaluation measures: Hypervolume Under Manifold (HUM),\ndescribed in Li and Fine (2008)\n<doi:10.1093/biostatistics/kxm050>. Correct Classification\nPercentage (CCP), Integrated Discrimination Improvement (IDI),\nNet Reclassification Improvement (NRI), R-Squared Value (RSQ),\ndescribed in Li, Jiang and Fine (2013)\n<doi:10.1093/biostatistics/kxs047>. Polytomous Discrimination\nIndex (PDI), described in Van Calster et al. (2012)\n<doi:10.1007/s10654-012-9733-3>. Li et al. (2018)\n<doi:10.1177/0962280217692830>. We described all these above\nmeasures and our mcca package in Li, Gao and D'Agostino (2019)\n<doi:10.1002/sim.8103>.",
  "License": "GPL",
  "Encoding": "UTF-8",
  "URL": "https://github.com/gaoming96/mcca",
  "BugReports": "https://github.com/gaoming96/mcca/issues",
  "Config/pak/sysreqs": "libicu-dev",
  "Repository": "https://gaoming96.r-universe.dev",
  "Date/Publication": "2019-02-05 05:15:59 UTC",
  "RemoteUrl": "https://github.com/gaoming96/mcca",
  "RemoteRef": "HEAD",
  "RemoteSha": "43f75637c33e8a1a90b4addcf8946c7668e2f067",
  "NeedsCompilation": "no",
  "Packaged": {
    "Date": "2026-10-11 08:21:26 UTC",
    "User": "root"
  },
  "_user": "gaoming96",
  "_type": "src",
  "_file": "mcca_0.5.0.tar.gz",
  "_fileid": "https://r2.ropensci.org/cd37cb69f19885c4db95798e46a91d207f5f54bcf1c638ad25d20f5289b4b8a9",
  "_filesize": 155619,
  "_sha256": "cd37cb69f19885c4db95798e46a91d207f5f54bcf1c638ad25d20f5289b4b8a9",
  "_expires": "2027-01-19T08:31:59.000Z",
  "_created": "2026-10-11T08:21:26.000Z",
  "_published": "2026-10-11T08:32:00.825Z",
  "_buildurl": "https://github.com/r-universe/gaoming96/actions/runs/38124344725",
  "_status": "success",
  "_host": "GitHub-Actions",
  "_jobs": [
    {
      "job": 114426031566,
      "time": 142,
      "config": "linux-devel-x86_64",
      "r": "4.7.0",
      "check": "ERROR",
      "artifact": "11696663052"
    },
    {
      "job": 114426031511,
      "time": 145,
      "config": "linux-release-x86_64",
      "r": "4.6.1",
      "check": "ERROR",
      "artifact": "11696478609"
    },
    {
      "job": 114426031510,
      "time": 205,
      "config": "macos-oldrel-arm64",
      "r": "4.5.3",
      "check": "ERROR",
      "artifact": "11697215069"
    },
    {
      "job": 114426031542,
      "time": 181,
      "config": "macos-release-arm64",
      "r": "4.6.1",
      "check": "ERROR",
      "artifact": "11696872246"
    },
    {
      "job": 114425536018,
      "time": 163,
      "config": "source",
      "r": "4.6.1",
      "check": "OK",
      "artifact": "11696488238"
    },
    {
      "job": 114426031528,
      "time": 112,
      "config": "wasm-release",
      "r": "4.6.0",
      "check": "OK",
      "artifact": "11696795819"
    },
    {
      "job": 114426031579,
      "time": 115,
      "config": "windows-devel-x86_64",
      "r": "4.7.0",
      "check": "ERROR",
      "artifact": "11696368723"
    },
    {
      "job": 114426031619,
      "time": 129,
      "config": "windows-oldrel-x86_64",
      "r": "4.5.3",
      "check": "ERROR",
      "artifact": "11696543410"
    },
    {
      "job": 114426031526,
      "time": 131,
      "config": "windows-release-x86_64",
      "r": "4.6.1",
      "check": "ERROR",
      "artifact": "11696955527"
    }
  ],
  "_upstream": "https://github.com/gaoming96/mcca",
  "_commit": {
    "id": "43f75637c33e8a1a90b4addcf8946c7668e2f067",
    "author": "gaoming <gaoming96@sjtu.edu.cn>",
    "committer": "gaoming <gaoming96@sjtu.edu.cn>",
    "message": "modify\n",
    "time": 1549343759
  },
  "_maintainer": {
    "name": "Ming Gao",
    "email": "gaoming@umich.edu",
    "login": "gaoming96",
    "description": "",
    "uuid": 31612147
  },
  "_distro": "resolute",
  "_registered": true,
  "_dependencies": [
    {
      "package": "nnet",
      "role": "Imports"
    },
    {
      "package": "rpart",
      "role": "Imports"
    },
    {
      "package": "e1071",
      "role": "Imports"
    },
    {
      "package": "MASS",
      "role": "Imports"
    },
    {
      "package": "stats",
      "role": "Imports"
    },
    {
      "package": "pROC",
      "role": "Imports"
    },
    {
      "package": "caret",
      "role": "Imports"
    }
  ],
  "_owner": "gaoming96",
  "_selfowned": true,
  "_usedby": 0,
  "_updates": [],
  "_tags": [],
  "_stars": 5,
  "_contributors": [
    {
      "user": "gaoming96",
      "count": 25,
      "uuid": 31612147
    }
  ],
  "_userbio": {
    "uuid": 31612147,
    "type": "user",
    "name": "gaoming96",
    "followers": 3
  },
  "_downloads": {
    "count": 437,
    "source": "https://cranlogs.r-pkg.org/downloads/total/last-month/mcca"
  },
  "_mentions": 1,
  "_devurl": "https://github.com/gaoming96/mcca",
  "_searchresults": 20,
  "_rbuild": "4.6.1",
  "_assets": [
    "extra/citation.cff",
    "extra/citation.html",
    "extra/citation.json",
    "extra/citation.txt",
    "extra/contents.json",
    "extra/manual.pdf",
    "extra/mcca.html",
    "extra/readme.html",
    "extra/readme.md"
  ],
  "_homeurl": "https://github.com/gaoming96/mcca",
  "_realowner": "gaoming96",
  "_cranurl": true,
  "_releases": [
    {
      "version": "0.1.0",
      "date": "2017-11-20"
    },
    {
      "version": "0.2.0",
      "date": "2018-01-03"
    },
    {
      "version": "0.3.0",
      "date": "2018-04-09"
    },
    {
      "version": "0.4.0",
      "date": "2018-09-14"
    },
    {
      "version": "0.5.0",
      "date": "2019-02-05"
    },
    {
      "version": "0.6.0",
      "date": "2019-09-09"
    },
    {
      "version": "0.7.0",
      "date": "2019-12-20"
    },
    {
      "version": "0.8.1",
      "date": "2026-02-17"
    },
    {
      "version": "0.8.2",
      "date": "2026-04-13"
    }
  ],
  "_exports": [
    "ccp",
    "estp",
    "ests",
    "hum",
    "idi",
    "nri",
    "pdi",
    "pm",
    "rsq"
  ],
  "_help": [
    {
      "page": "mcca-package",
      "title": "Diagnostic accuracy methods for classifiers",
      "topics": [
        "mcca-package",
        "mcca"
      ]
    },
    {
      "page": "ccp",
      "title": "Calculate CCP Value",
      "topics": [
        "ccp"
      ]
    },
    {
      "page": "estp",
      "title": "Inference for Accuracy Improvement Measures based on Bootstrap",
      "topics": [
        "estp"
      ]
    },
    {
      "page": "ests",
      "title": "Inference for Accuracy Measures based on Bootstrap",
      "topics": [
        "ests"
      ]
    },
    {
      "page": "hum",
      "title": "Calculate HUM Value",
      "topics": [
        "hum"
      ]
    },
    {
      "page": "idi",
      "title": "Calculate IDI Value",
      "topics": [
        "idi"
      ]
    },
    {
      "page": "nri",
      "title": "Calculate NRI Value",
      "topics": [
        "nri"
      ]
    },
    {
      "page": "pdi",
      "title": "Calculate PDI Value",
      "topics": [
        "pdi"
      ]
    },
    {
      "page": "pm",
      "title": "Calculate Probability Matrix",
      "topics": [
        "pm"
      ]
    },
    {
      "page": "rsq",
      "title": "Calculate RSQ Value",
      "topics": [
        "rsq"
      ]
    }
  ],
  "_readme": "https://github.com/gaoming96/mcca/raw/HEAD/README.md",
  "_rundeps": [
    "caret",
    "class",
    "cli",
    "clock",
    "codetools",
    "cpp11",
    "data.table",
    "diagram",
    "digest",
    "dplyr",
    "e1071",
    "farver",
    "foreach",
    "future",
    "future.apply",
    "generics",
    "ggplot2",
    "globals",
    "glue",
    "gower",
    "gtable",
    "hardhat",
    "ipred",
    "isoband",
    "iterators",
    "KernSmooth",
    "labeling",
    "lattice",
    "lava",
    "lifecycle",
    "listenv",
    "lubridate",
    "magrittr",
    "MASS",
    "Matrix",
    "ModelMetrics",
    "nlme",
    "nnet",
    "numDeriv",
    "parallelly",
    "pillar",
    "pkgconfig",
    "plyr",
    "pROC",
    "prodlim",
    "progressr",
    "proxy",
    "purrr",
    "R6",
    "RColorBrewer",
    "Rcpp",
    "recipes",
    "reshape2",
    "rlang",
    "rpart",
    "S7",
    "scales",
    "shape",
    "sparsevctrs",
    "SQUAREM",
    "stringi",
    "stringr",
    "survival",
    "tibble",
    "tidyr",
    "tidyselect",
    "timechange",
    "timeDate",
    "tzdb",
    "utf8",
    "vctrs",
    "viridisLite",
    "withr"
  ],
  "_score": 3.6989700043360187,
  "_indexed": true,
  "_nocasepkg": "mcca",
  "_universes": [
    "gaoming96"
  ],
  "_binaries": [
    {
      "r": "4.7.0",
      "os": "linux",
      "version": "0.5.0",
      "date": "2026-10-11T08:23:20.000Z",
      "distro": "resolute",
      "commit": "43f75637c33e8a1a90b4addcf8946c7668e2f067",
      "fileid": "https://r2.ropensci.org/b9875640718049f9e3401d9a06ae30ce5b2e098a372d1e11dc8e3570236c0848",
      "status": "failure",
      "check": "ERROR",
      "buildurl": "https://github.com/r-universe/gaoming96/actions/runs/38124344725"
    },
    {
      "r": "4.6.1",
      "os": "linux",
      "version": "0.5.0",
      "date": "2026-10-11T08:23:20.000Z",
      "distro": "resolute",
      "commit": "43f75637c33e8a1a90b4addcf8946c7668e2f067",
      "fileid": "https://r2.ropensci.org/92f8d327eb8a5c205c0489adccf4cf84d0a72b4febf69df77c96180553b03f76",
      "status": "failure",
      "check": "ERROR",
      "buildurl": "https://github.com/r-universe/gaoming96/actions/runs/38124344725"
    },
    {
      "r": "4.5.3",
      "os": "mac",
      "version": "0.5.0",
      "date": "2026-10-11T08:26:36.000Z",
      "commit": "43f75637c33e8a1a90b4addcf8946c7668e2f067",
      "fileid": "https://r2.ropensci.org/206815b144a2526bf400bff3f83bc66b5768ec4a44d8be4bbb52482d34d131d8",
      "status": "failure",
      "check": "ERROR",
      "buildurl": "https://github.com/r-universe/gaoming96/actions/runs/38124344725"
    },
    {
      "r": "4.6.1",
      "os": "mac",
      "version": "0.5.0",
      "date": "2026-10-11T08:30:38.000Z",
      "commit": "43f75637c33e8a1a90b4addcf8946c7668e2f067",
      "fileid": "https://r2.ropensci.org/58280d6bf72d1e28cc41d5e139e910b555d1ce862b30d801b51f740e04babcad",
      "status": "failure",
      "check": "ERROR",
      "buildurl": "https://github.com/r-universe/gaoming96/actions/runs/38124344725"
    },
    {
      "r": "4.6.0",
      "os": "wasm",
      "version": "0.5.0",
      "date": "2026-10-11T08:23:38.000Z",
      "commit": "43f75637c33e8a1a90b4addcf8946c7668e2f067",
      "fileid": "https://r2.ropensci.org/fe6becb820eef3e313c7cb84dddb746e859522d7fe8d5f4126f9cf541b02ca7a",
      "status": "success",
      "buildurl": "https://github.com/r-universe/gaoming96/actions/runs/38124344725"
    },
    {
      "r": "4.7.0",
      "os": "win",
      "version": "0.5.0",
      "date": "2026-10-11T08:22:35.000Z",
      "commit": "43f75637c33e8a1a90b4addcf8946c7668e2f067",
      "fileid": "https://r2.ropensci.org/e483c2b13f2e83a2ca4fe61b148f297c86c125d6efa20742dc04088654e041f6",
      "status": "failure",
      "check": "ERROR",
      "buildurl": "https://github.com/r-universe/gaoming96/actions/runs/38124344725"
    },
    {
      "r": "4.5.3",
      "os": "win",
      "version": "0.5.0",
      "date": "2026-10-11T08:22:54.000Z",
      "commit": "43f75637c33e8a1a90b4addcf8946c7668e2f067",
      "fileid": "https://r2.ropensci.org/e7d070c09a10451b49501e96baf84b9dece153e32322ce9e1834befb50d89ce4",
      "status": "failure",
      "check": "ERROR",
      "buildurl": "https://github.com/r-universe/gaoming96/actions/runs/38124344725"
    },
    {
      "r": "4.6.1",
      "os": "win",
      "version": "0.5.0",
      "date": "2026-10-11T08:22:56.000Z",
      "commit": "43f75637c33e8a1a90b4addcf8946c7668e2f067",
      "fileid": "https://r2.ropensci.org/aa1a78e4bdeac9ad14bf7e82e42df7df3ee9123917842f616002484ab5a6d166",
      "status": "failure",
      "check": "ERROR",
      "buildurl": "https://github.com/r-universe/gaoming96/actions/runs/38124344725"
    }
  ]
}