{
  "_id": "6a3ce95411b455f4884bbcfa",
  "Package": "bewrs",
  "Title": "Bayesian Early-Warning Risk Surveillance for Healthcare\nPerformance Monitoring",
  "Version": "0.1.0",
  "Authors@R": "person(\ngiven = \"Muhammad Zahir\",\nfamily = \"Khan\",\nrole = c(\"aut\", \"cre\"),\nemail = \"zahirstat007@gmail.com\"\n)",
  "Description": "Provides tools for Bayesian early-warning risk\nsurveillance in healthcare performance monitoring. The package\nimplements functions for posterior underperformance risk\nestimation, Dynamic Bayesian Early-Warning Risk Score\ncomputation, temporal and external validation, calibration\nassessment, decision curve analysis, decision-theoretic\nintervention optimisation, and Expected Value of Intervention\nanalysis. The methodology is motivated by Bayesian hierarchical\nmodelling, healthcare provider profiling, early-warning\nsurveillance, and decision-theoretic resource allocation,\nincluding approaches discussed by Gelman et al. (2013),\nSpiegelhalter (2005) <doi:10.1136/bmj.331.7512.302>, Vickers\nand Elkin (2006) <doi:10.1177/0272989X06295361>, and Parmigiani\nand Inoue (2009).",
  "License": "MIT + file LICENSE",
  "Encoding": "UTF-8",
  "Roxygen": "list(markdown = TRUE)",
  "RoxygenNote": "7.3.3",
  "Config/testthat/edition": "3",
  "URL": "https://github.com/zerish12/bewrs",
  "BugReports": "https://github.com/zerish12/bewrs/issues",
  "Repository": "https://zerish12.r-universe.dev",
  "Date/Publication": "2026-06-09 11:28:38 UTC",
  "RemoteUrl": "https://github.com/zerish12/bewrs",
  "RemoteRef": "HEAD",
  "RemoteSha": "c9ea1b45bcc5c9337ed7f6fef182480ae1c14053",
  "NeedsCompilation": "no",
  "Packaged": {
    "Date": "2026-06-25 08:36:46 UTC",
    "User": "root"
  },
  "Author": "Muhammad Zahir Khan [aut, cre]",
  "Maintainer": "Muhammad Zahir Khan <zahirstat007@gmail.com>",
  "MD5sum": "c97099341f9f08d5032e21614ee33480",
  "_user": "zerish12",
  "_type": "src",
  "_file": "bewrs_0.1.0.tar.gz",
  "_fileid": "eb28ba85044f907060337877ec48552da583f84c2667c6159ad6f345d37dd542",
  "_filesize": 1252256,
  "_sha256": "eb28ba85044f907060337877ec48552da583f84c2667c6159ad6f345d37dd542",
  "_created": "2026-06-25T08:36:46.000Z",
  "_published": "2026-06-25T08:39:48.021Z",
  "_distro": "resolute",
  "_jobs": [
    {
      "job": 83390173260,
      "time": 117,
      "config": "linux-devel-x86_64",
      "r": "4.7.0",
      "check": "OK",
      "artifact": "7872985022"
    },
    {
      "job": 83390173286,
      "time": 127,
      "config": "linux-release-x86_64",
      "r": "4.6.0",
      "check": "OK",
      "artifact": "7872988582"
    },
    {
      "job": 83390173280,
      "time": 104,
      "config": "macos-oldrel-arm64",
      "r": "4.5.3",
      "check": "OK",
      "artifact": "7872995273"
    },
    {
      "job": 83390173321,
      "time": 80,
      "config": "macos-release-arm64",
      "r": "4.6.0",
      "check": "OK",
      "artifact": "7872992580"
    },
    {
      "job": 83389714482,
      "time": 149,
      "config": "source",
      "r": "4.6.0",
      "check": "OK",
      "artifact": "7872939880"
    },
    {
      "job": 83390173246,
      "time": 149,
      "config": "wasm-release",
      "r": "4.6.0",
      "check": "OK",
      "artifact": "7872995688"
    },
    {
      "job": 83390173278,
      "time": 61,
      "config": "windows-devel",
      "r": "4.7.0",
      "check": "OK",
      "artifact": "7872965186"
    },
    {
      "job": 83390173274,
      "time": 64,
      "config": "windows-oldrel",
      "r": "4.5.3",
      "check": "OK",
      "artifact": "7872965698"
    },
    {
      "job": 83390173289,
      "time": 71,
      "config": "windows-release",
      "r": "4.6.0",
      "check": "OK",
      "artifact": "7872968840"
    }
  ],
  "_buildurl": "https://github.com/r-universe/zerish12/actions/runs/28157530311",
  "_status": "success",
  "_host": "GitHub-Actions",
  "_upstream": "https://github.com/zerish12/bewrs",
  "_commit": {
    "id": "c9ea1b45bcc5c9337ed7f6fef182480ae1c14053",
    "author": "Dr Muhammad Zahir Khan <zahirstat007@gmail.com>",
    "committer": "Dr Muhammad Zahir Khan <zahirstat007@gmail.com>",
    "message": "Improve high-resolution package figures\n",
    "time": 1781004518
  },
  "_maintainer": {
    "name": "Muhammad Zahir Khan",
    "email": "zahirstat007@gmail.com",
    "login": "zerish12",
    "description": "Dr Muhammad Zahir khan",
    "uuid": 155732033
  },
  "_registered": true,
  "_dependencies": [
    {
      "package": "ggplot2",
      "role": "Imports"
    },
    {
      "package": "pROC",
      "role": "Imports"
    },
    {
      "package": "stats",
      "role": "Imports"
    },
    {
      "package": "testthat",
      "version": ">= 3.0.0",
      "role": "Suggests"
    },
    {
      "package": "knitr",
      "role": "Suggests"
    },
    {
      "package": "rmarkdown",
      "role": "Suggests"
    }
  ],
  "_owner": "zerish12",
  "_selfowned": true,
  "_usedby": 0,
  "_updates": [
    {
      "week": "2026-24",
      "n": 2
    }
  ],
  "_tags": [],
  "_stars": 0,
  "_contributors": [
    {
      "user": "zerish12",
      "count": 2,
      "uuid": 155732033
    }
  ],
  "_userbio": {
    "uuid": 155732033,
    "type": "user",
    "name": "Muhammad Zahir Khan",
    "followers": 1,
    "description": "Dr Muhammad Zahir khan"
  },
  "_downloads": {
    "count": 0,
    "source": "https://cranlogs.r-pkg.org/downloads/total/last-month/bewrs"
  },
  "_devurl": "https://github.com/zerish12/bewrs",
  "_searchresults": 0,
  "_rbuild": "4.6.0",
  "_assets": [
    "extra/bewrs.html",
    "extra/citation.cff",
    "extra/citation.html",
    "extra/citation.json",
    "extra/citation.txt",
    "extra/contents.json",
    "extra/readme.html",
    "extra/readme.md",
    "LICENSE",
    "manual.pdf"
  ],
  "_homeurl": "https://github.com/zerish12/bewrs",
  "_realowner": "zerish12",
  "_cranurl": true,
  "_releases": [
    {
      "version": "0.1.1",
      "date": "2026-06-24"
    }
  ],
  "_exports": [
    "compute_dynamic_bewrs",
    "compute_evi",
    "optimal_intervention",
    "plot_calibration",
    "plot_risk_groups",
    "risk_stratify",
    "validate_bewrs"
  ],
  "_help": [
    {
      "page": "compute_dynamic_bewrs",
      "title": "Compute Dynamic BEWRS",
      "topics": [
        "compute_dynamic_bewrs"
      ]
    },
    {
      "page": "compute_evi",
      "title": "Compute Expected Value of Intervention",
      "topics": [
        "compute_evi"
      ]
    },
    {
      "page": "optimal_intervention",
      "title": "Select optimal intervention",
      "topics": [
        "optimal_intervention"
      ]
    },
    {
      "page": "plot_calibration",
      "title": "Plot calibration curve",
      "topics": [
        "plot_calibration"
      ]
    },
    {
      "page": "plot_risk_groups",
      "title": "Plot risk group event rates",
      "topics": [
        "plot_risk_groups"
      ]
    },
    {
      "page": "risk_stratify",
      "title": "Stratify Dynamic BEWRS risk",
      "topics": [
        "risk_stratify"
      ]
    },
    {
      "page": "validate_bewrs",
      "title": "Validate BEWRS predictions",
      "topics": [
        "validate_bewrs"
      ]
    }
  ],
  "_readme": "https://github.com/zerish12/bewrs/raw/HEAD/README.md",
  "_rundeps": [
    "cli",
    "cpp11",
    "farver",
    "ggplot2",
    "glue",
    "gtable",
    "isoband",
    "labeling",
    "lifecycle",
    "pROC",
    "R6",
    "RColorBrewer",
    "Rcpp",
    "rlang",
    "S7",
    "scales",
    "vctrs",
    "viridisLite",
    "withr"
  ],
  "_score": 2.6989700043360187,
  "_indexed": true,
  "_nocasepkg": "bewrs",
  "_universes": [
    "zerish12"
  ],
  "_binaries": [
    {
      "r": "4.7.0",
      "os": "linux",
      "version": "0.1.0",
      "date": "2026-06-25T08:38:47.000Z",
      "distro": "resolute",
      "commit": "c9ea1b45bcc5c9337ed7f6fef182480ae1c14053",
      "fileid": "955d81d5870eeba407c561ee030af4d63d08fb9eb196b2a73b644137915d62a1",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/zerish12/actions/runs/28157530311"
    },
    {
      "r": "4.6.0",
      "os": "linux",
      "version": "0.1.0",
      "date": "2026-06-25T08:38:54.000Z",
      "distro": "resolute",
      "commit": "c9ea1b45bcc5c9337ed7f6fef182480ae1c14053",
      "fileid": "ce6159621389a11d0a4fb5f15682a4fe7d404ffe914a66264712d4da7436a718",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/zerish12/actions/runs/28157530311"
    },
    {
      "r": "4.5.3",
      "os": "mac",
      "version": "0.1.0",
      "date": "2026-06-25T08:39:16.000Z",
      "commit": "c9ea1b45bcc5c9337ed7f6fef182480ae1c14053",
      "fileid": "000cef0095cd7597ec2fde9eeadb046f3552a64005f2e4c8d644d2937ebd9a4f",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/zerish12/actions/runs/28157530311"
    },
    {
      "r": "4.6.0",
      "os": "mac",
      "version": "0.1.0",
      "date": "2026-06-25T08:39:08.000Z",
      "commit": "c9ea1b45bcc5c9337ed7f6fef182480ae1c14053",
      "fileid": "11a0928c3b4df6eedbdb88edb9c666abf66a571729e9e35f9dc047c11937eb3e",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/zerish12/actions/runs/28157530311"
    },
    {
      "r": "4.6.0",
      "os": "wasm",
      "version": "0.1.0",
      "date": "2026-06-25T08:39:25.000Z",
      "commit": "c9ea1b45bcc5c9337ed7f6fef182480ae1c14053",
      "fileid": "c0c469ea270e86d6b1d3d9cc0cc763735e544587d5e739db10284352a2887348",
      "status": "success",
      "buildurl": "https://github.com/r-universe/zerish12/actions/runs/28157530311"
    },
    {
      "r": "4.7.0",
      "os": "win",
      "version": "0.1.0",
      "date": "2026-06-25T08:37:49.000Z",
      "commit": "c9ea1b45bcc5c9337ed7f6fef182480ae1c14053",
      "fileid": "4faf68bf5d58eb812f1ff1e14b550dfea8ea388b833eec629bb180d54ed7fbe3",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/zerish12/actions/runs/28157530311"
    },
    {
      "r": "4.5.3",
      "os": "win",
      "version": "0.1.0",
      "date": "2026-06-25T08:37:51.000Z",
      "commit": "c9ea1b45bcc5c9337ed7f6fef182480ae1c14053",
      "fileid": "767ac5acad579dcb9a3734cd9d4fabcb1ffd395f9a09c8352dd19acb5d81daa1",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/zerish12/actions/runs/28157530311"
    },
    {
      "r": "4.6.0",
      "os": "win",
      "version": "0.1.0",
      "date": "2026-06-25T08:37:58.000Z",
      "commit": "c9ea1b45bcc5c9337ed7f6fef182480ae1c14053",
      "fileid": "8a6d1517f9353f2aa76b07c04ecf039ab7f70e7a1d91ae6c5501ef2cf0766564",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/zerish12/actions/runs/28157530311"
    }
  ]
}