{
  "_id": "6a4999bf4ae8ee07ee132ca1",
  "Package": "dcurves",
  "Title": "Decision Curve Analysis for Model Evaluation",
  "Version": "0.5.1.9000",
  "Authors@R": "c(person(given = \"Daniel D.\",\nfamily = \"Sjoberg\",\nrole = c(\"aut\", \"cre\", \"cph\"),\nemail = \"danield.sjoberg@gmail.com\",\ncomment = c(ORCID = \"0000-0003-0862-2018\")),\nperson(given = \"Emily\",\nfamily = \"Vertosick\",\nrole = \"ctb\",\nemail = \"vertosie@mskcc.org\"))",
  "Description": "Diagnostic and prognostic models are typically evaluated\nwith measures of accuracy that do not address clinical\nconsequences. Decision-analytic techniques allow assessment of\nclinical outcomes, but often require collection of additional\ninformation may be cumbersome to apply to models that yield a\ncontinuous result. Decision curve analysis is a method for\nevaluating and comparing prediction models that incorporates\nclinical consequences, requires only the data set on which the\nmodels are tested, and can be applied to models that have\neither continuous or dichotomous results. See the following\nreferences for details on the methods: Vickers (2006)\n<doi:10.1177/0272989X06295361>, Vickers (2008)\n<doi:10.1186/1472-6947-8-53>, and Pfeiffer (2020)\n<doi:10.1002/bimj.201800240>.",
  "License": "MIT + file LICENSE",
  "URL": "https://github.com/ddsjoberg/dcurves,\nhttps://www.danieldsjoberg.com/dcurves/",
  "BugReports": "https://github.com/ddsjoberg/dcurves/issues",
  "VignetteBuilder": "knitr",
  "ByteCompile": "true",
  "Config/testthat/edition": "3",
  "Config/testthat/parallel": "true",
  "Encoding": "UTF-8",
  "Language": "en-US",
  "LazyData": "true",
  "Roxygen": "list(markdown = TRUE)",
  "RoxygenNote": "7.3.3",
  "Config/pak/sysreqs": "libicu-dev",
  "Repository": "https://ddsjoberg.r-universe.dev",
  "Date/Publication": "2025-11-15 04:25:10 UTC",
  "RemoteUrl": "https://github.com/ddsjoberg/dcurves",
  "RemoteRef": "HEAD",
  "RemoteSha": "2362730fc50edd553fcb7b65950e166cfa17e8de",
  "NeedsCompilation": "no",
  "Packaged": {
    "Date": "2026-06-21 09:35:00 UTC",
    "User": "root"
  },
  "Author": "Daniel D. Sjoberg [aut, cre, cph] (ORCID:\n<https://orcid.org/0000-0003-0862-2018>),\nEmily Vertosick [ctb]",
  "Maintainer": "Daniel D. Sjoberg <danield.sjoberg@gmail.com>",
  "_user": "ddsjoberg",
  "_type": "src",
  "_file": "dcurves_0.5.1.9000.tar.gz",
  "_fileid": "https://r2.ropensci.org/0f4620898069023f3b66039174edf12b2796e054747d3c5c7c5581d4f8c6ed36",
  "_filesize": 934534,
  "_sha256": "0f4620898069023f3b66039174edf12b2796e054747d3c5c7c5581d4f8c6ed36",
  "_expires": "2026-10-12T23:39:42.000Z",
  "_created": "2026-06-21T09:35:00.000Z",
  "_published": "2026-07-04T23:39:43.966Z",
  "_jobs": [
    {
      "job": 85176277424,
      "time": 179,
      "config": "linux-devel-x86_64",
      "r": "4.7.0",
      "check": "OK",
      "artifact": "7774021798"
    },
    {
      "job": 85176277523,
      "time": 138,
      "config": "linux-release-x86_64",
      "r": "4.6.0",
      "check": "OK",
      "artifact": "7774016441"
    },
    {
      "job": 85176277390,
      "time": 111,
      "config": "macos-oldrel-arm64",
      "r": "4.5.3",
      "check": "OK",
      "artifact": "7774012727"
    },
    {
      "job": 85176277459,
      "time": 101,
      "config": "macos-release-arm64",
      "r": "4.6.0",
      "check": "OK",
      "artifact": "7774011588"
    },
    {
      "job": 85176277330,
      "time": 264,
      "config": "source",
      "r": "4.6.0",
      "check": "OK",
      "artifact": "7773997472"
    },
    {
      "job": 85176277481,
      "time": 133,
      "config": "wasm-release",
      "r": "4.6.0",
      "check": "OK",
      "artifact": "7774015560"
    },
    {
      "job": 85176277434,
      "time": 125,
      "config": "windows-devel",
      "r": "4.7.0",
      "check": "OK",
      "artifact": "7774014662"
    },
    {
      "job": 85176277393,
      "time": 145,
      "config": "windows-oldrel",
      "r": "4.5.3",
      "check": "OK",
      "artifact": "7774017214"
    },
    {
      "job": 85176277474,
      "time": 112,
      "config": "windows-release",
      "r": "4.6.0",
      "check": "OK",
      "artifact": "7774012879"
    }
  ],
  "_host": "GitHub-Actions",
  "_buildurl": "https://github.com/r-universe/ddsjoberg/actions/runs/27900127739",
  "_status": "success",
  "_upstream": "https://github.com/ddsjoberg/dcurves",
  "_commit": {
    "id": "2362730fc50edd553fcb7b65950e166cfa17e8de",
    "author": "Daniel D. Sjoberg <danield.sjoberg@gmail.com>",
    "committer": "Daniel D. Sjoberg <danield.sjoberg@gmail.com>",
    "message": "Update .Rbuildignore\n",
    "time": 1763180710
  },
  "_maintainer": {
    "name": "Daniel D. Sjoberg",
    "email": "danield.sjoberg@gmail.com",
    "login": "ddsjoberg",
    "twitter": "@statistishdan",
    "description": "Senior Principal Data Scientist @Genentech; previously @sloan_kettering; \nGolden Girls Superfan",
    "uuid": 26774684,
    "orcid": "0000-0003-0862-2018"
  },
  "_distro": "noble",
  "_registered": true,
  "_dependencies": [
    {
      "package": "R",
      "version": ">= 3.5",
      "role": "Depends"
    },
    {
      "package": "broom",
      "version": ">= 0.7.10",
      "role": "Imports"
    },
    {
      "package": "dplyr",
      "version": ">= 1.0.5",
      "role": "Imports"
    },
    {
      "package": "ggplot2",
      "version": ">= 3.3.3",
      "role": "Imports"
    },
    {
      "package": "glue",
      "version": ">= 1.4.2",
      "role": "Imports"
    },
    {
      "package": "purrr",
      "version": ">= 0.3.4",
      "role": "Imports"
    },
    {
      "package": "rlang",
      "version": ">= 0.4.10",
      "role": "Imports"
    },
    {
      "package": "scales",
      "version": ">= 1.1.1",
      "role": "Imports"
    },
    {
      "package": "survival",
      "role": "Imports"
    },
    {
      "package": "tibble",
      "version": ">= 3.1.0",
      "role": "Imports"
    },
    {
      "package": "broom.helpers",
      "version": ">= 1.15.0",
      "role": "Suggests"
    },
    {
      "package": "covr",
      "version": ">= 3.5.1",
      "role": "Suggests"
    },
    {
      "package": "gtsummary",
      "version": ">= 2.0.0",
      "role": "Suggests"
    },
    {
      "package": "knitr",
      "version": ">= 1.32",
      "role": "Suggests"
    },
    {
      "package": "rmarkdown",
      "version": ">= 2.7",
      "role": "Suggests"
    },
    {
      "package": "spelling",
      "version": ">= 2.2",
      "role": "Suggests"
    },
    {
      "package": "testthat",
      "version": ">= 3.0.2",
      "role": "Suggests"
    },
    {
      "package": "tidyr",
      "version": ">= 1.1.3",
      "role": "Suggests"
    }
  ],
  "_owner": "ddsjoberg",
  "_selfowned": true,
  "_usedby": 1,
  "_updates": [
    {
      "week": "2025-46",
      "n": 3
    }
  ],
  "_tags": [
    {
      "name": "v0.5.1",
      "date": "2025-11-14"
    }
  ],
  "_topics": [
    "decision-curve-analysis"
  ],
  "_stars": 44,
  "_contributors": [
    {
      "user": "ddsjoberg",
      "count": 150,
      "uuid": 26774684
    },
    {
      "user": "ck37",
      "count": 4,
      "uuid": 50770
    },
    {
      "user": "rkb965",
      "count": 2,
      "uuid": 16946791
    }
  ],
  "_userbio": {
    "uuid": 26774684,
    "type": "user",
    "name": "Daniel Sjoberg",
    "followers": 427,
    "description": "Senior Principal Data Scientist @Genentech; previously @sloan_kettering; \r\nGolden Girls Superfan"
  },
  "_downloads": {
    "count": 3733,
    "source": "https://cranlogs.r-pkg.org/downloads/total/last-month/dcurves"
  },
  "_devurl": "https://github.com/ddsjoberg/dcurves",
  "_pkgdown": "https://www.danieldsjoberg.com/dcurves/",
  "_searchresults": 189,
  "_rbuild": "4.6.0",
  "_assets": [
    "extra/citation.cff",
    "extra/citation.html",
    "extra/citation.json",
    "extra/citation.txt",
    "extra/contents.json",
    "extra/dcurves.html",
    "extra/NEWS.html",
    "extra/NEWS.txt",
    "extra/readme.html",
    "extra/readme.md",
    "LICENSE",
    "manual.pdf"
  ],
  "_homeurl": "https://github.com/ddsjoberg/dcurves",
  "_realowner": "ddsjoberg",
  "_cranurl": true,
  "_releases": [
    {
      "version": "0.2.0",
      "date": "2021-07-20"
    },
    {
      "version": "0.3.0",
      "date": "2022-05-26"
    },
    {
      "version": "0.4.0",
      "date": "2022-12-23"
    },
    {
      "version": "0.5.0",
      "date": "2024-07-23"
    },
    {
      "version": "0.5.1",
      "date": "2025-11-15"
    }
  ],
  "_exports": [
    "%>%",
    "aes",
    "as_tibble",
    "coord_cartesian",
    "dca",
    "geom_line",
    "ggplot",
    "labs",
    "net_intervention_avoided",
    "scale_x_continuous",
    "standardized_net_benefit",
    "stat_smooth",
    "Surv",
    "test_consequences",
    "theme_bw"
  ],
  "_datasets": [
    {
      "name": "df_binary",
      "title": "Simulated data with a binary outcome",
      "object": "df_binary",
      "class": [
        "tbl_df",
        "tbl",
        "data.frame"
      ],
      "fields": [
        "patientid",
        "cancer",
        "dead",
        "risk_group",
        "age",
        "famhistory",
        "marker",
        "cancerpredmarker"
      ],
      "rows": 750,
      "table": true,
      "tojson": true
    },
    {
      "name": "df_case_control",
      "title": "Simulated data with a case-control outcome",
      "object": "df_case_control",
      "class": [
        "tbl_df",
        "tbl",
        "data.frame"
      ],
      "fields": [
        "patientid",
        "casecontrol",
        "risk_group",
        "age",
        "famhistory",
        "marker",
        "cancerpredmarker"
      ],
      "rows": 750,
      "table": true,
      "tojson": true
    },
    {
      "name": "df_surv",
      "title": "Simulated data with a survival outcome",
      "object": "df_surv",
      "class": [
        "tbl_df",
        "tbl",
        "data.frame"
      ],
      "fields": [
        "patientid",
        "cancer",
        "ttcancer",
        "risk_group",
        "age",
        "famhistory",
        "marker",
        "cancerpredmarker",
        "cancer_cr"
      ],
      "rows": 750,
      "table": true,
      "tojson": true
    }
  ],
  "_help": [
    {
      "page": "as_tibble.dca",
      "title": "Convert DCA Object to tibble",
      "topics": [
        "as_tibble.dca"
      ]
    },
    {
      "page": "dca",
      "title": "Perform Decision Curve Analysis",
      "topics": [
        "dca"
      ]
    },
    {
      "page": "df_binary",
      "title": "Simulated data with a binary outcome",
      "topics": [
        "df_binary"
      ]
    },
    {
      "page": "df_case_control",
      "title": "Simulated data with a case-control outcome",
      "topics": [
        "df_case_control"
      ]
    },
    {
      "page": "df_surv",
      "title": "Simulated data with a survival outcome",
      "topics": [
        "df_surv"
      ]
    },
    {
      "page": "net_intervention_avoided",
      "title": "Add Net Interventions Avoided",
      "topics": [
        "net_intervention_avoided"
      ]
    },
    {
      "page": "plot.dca",
      "title": "Plot DCA Object with ggplot",
      "topics": [
        "plot.dca"
      ]
    },
    {
      "page": "standardized_net_benefit",
      "title": "Add Standardized Net Benefit",
      "topics": [
        "standardized_net_benefit"
      ]
    },
    {
      "page": "test_consequences",
      "title": "Test Consequences",
      "topics": [
        "test_consequences"
      ]
    }
  ],
  "_readme": "https://github.com/ddsjoberg/dcurves/raw/HEAD/README.md",
  "_rundeps": [
    "backports",
    "broom",
    "cli",
    "cpp11",
    "dplyr",
    "farver",
    "generics",
    "ggplot2",
    "glue",
    "gtable",
    "isoband",
    "labeling",
    "lattice",
    "lifecycle",
    "magrittr",
    "Matrix",
    "pillar",
    "pkgconfig",
    "purrr",
    "R6",
    "RColorBrewer",
    "rlang",
    "S7",
    "scales",
    "stringi",
    "stringr",
    "survival",
    "tibble",
    "tidyr",
    "tidyselect",
    "utf8",
    "vctrs",
    "viridisLite",
    "withr"
  ],
  "_vignettes": [
    {
      "source": "dca.Rmd",
      "filename": "dca.html",
      "title": "Decision Curve Analysis",
      "engine": "knitr::rmarkdown",
      "headings": [
        "Binary Outcomes",
        "Univariate Decision Curve Analysis",
        "Multivariable Decision Curve Analysis",
        "Evaluation of New Models",
        "Evaluation of Published Models",
        "Joint or Conditional Tests",
        "Incorporating Harms into Model Assessment",
        "Saving out Net Benefit Values",
        "Interventions Avoided",
        "Survival Outcomes",
        "Motivating Example",
        "Basic Data Set-up",
        "Competing Risks",
        "Case-Control Data"
      ],
      "created": "2021-04-20 13:00:14",
      "modified": "2022-12-22 21:29:57",
      "commits": 20
    }
  ],
  "_score": 7.969093725305399,
  "_indexed": true,
  "_nocasepkg": "dcurves",
  "_universes": [
    "ddsjoberg"
  ],
  "_binaries": [
    {
      "r": "4.7.0",
      "os": "linux",
      "version": "0.5.1.9000",
      "date": "2026-06-21T09:37:30.000Z",
      "distro": "noble",
      "commit": "2362730fc50edd553fcb7b65950e166cfa17e8de",
      "fileid": "https://r2.ropensci.org/302b3b42a8c406d230d4ad0f4eb271bb001b19cfc004478398bbc98537c815ce",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/ddsjoberg/actions/runs/27900127739"
    },
    {
      "r": "4.6.0",
      "os": "linux",
      "version": "0.5.1.9000",
      "date": "2026-06-21T09:37:02.000Z",
      "distro": "noble",
      "commit": "2362730fc50edd553fcb7b65950e166cfa17e8de",
      "fileid": "https://r2.ropensci.org/038acfd677153d415f9c048d431d4a4e7aa250e96894006e8ccb841f0d7681bf",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/ddsjoberg/actions/runs/27900127739"
    },
    {
      "r": "4.5.3",
      "os": "mac",
      "version": "0.5.1.9000",
      "date": "2026-06-21T09:36:38.000Z",
      "commit": "2362730fc50edd553fcb7b65950e166cfa17e8de",
      "fileid": "https://r2.ropensci.org/d1af74e97bf6e4087b697c4de5ec7cfcc4517d35c7d8b8db2bf9d443cd0c5282",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/ddsjoberg/actions/runs/27900127739"
    },
    {
      "r": "4.6.0",
      "os": "mac",
      "version": "0.5.1.9000",
      "date": "2026-06-21T09:36:31.000Z",
      "commit": "2362730fc50edd553fcb7b65950e166cfa17e8de",
      "fileid": "https://r2.ropensci.org/bf7b7cf453eda27c9300a5b63eb3fd8fbccfbbc041a661ae07dde64bd3550119",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/ddsjoberg/actions/runs/27900127739"
    },
    {
      "r": "4.6.0",
      "os": "wasm",
      "version": "0.5.1.9000",
      "date": "2026-06-21T09:37:34.000Z",
      "commit": "2362730fc50edd553fcb7b65950e166cfa17e8de",
      "fileid": "https://r2.ropensci.org/e8c9aeb190996bb474437c6be6c03af009392ecbbc75428a35e7673cc737d1bb",
      "status": "success",
      "buildurl": "https://github.com/r-universe/ddsjoberg/actions/runs/27900127739"
    },
    {
      "r": "4.7.0",
      "os": "win",
      "version": "0.5.1.9000",
      "date": "2026-06-21T09:36:30.000Z",
      "commit": "2362730fc50edd553fcb7b65950e166cfa17e8de",
      "fileid": "https://r2.ropensci.org/4f3fbb1ed7c5f710be062085a66f7cdc99e6733236bb8e89cc42104c242dfef6",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/ddsjoberg/actions/runs/27900127739"
    },
    {
      "r": "4.5.3",
      "os": "win",
      "version": "0.5.1.9000",
      "date": "2026-06-21T09:36:50.000Z",
      "commit": "2362730fc50edd553fcb7b65950e166cfa17e8de",
      "fileid": "https://r2.ropensci.org/2cb448874f41b8a1779815124c9262e837460a91b2fc2135b2fb5fda308d8a22",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/ddsjoberg/actions/runs/27900127739"
    },
    {
      "r": "4.6.0",
      "os": "win",
      "version": "0.5.1.9000",
      "date": "2026-06-21T09:36:17.000Z",
      "commit": "2362730fc50edd553fcb7b65950e166cfa17e8de",
      "fileid": "https://r2.ropensci.org/6903b4de040dadc78eb77f3ac38eead8ad7f4efd9d10707ceaf91957858192f6",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/ddsjoberg/actions/runs/27900127739"
    }
  ]
}