{
  "_id": "6a251df14b233be19838f219",
  "Package": "stabiliser",
  "Title": "Stabilising Variable Selection",
  "Version": "1.0.7",
  "Authors@R": "c(\nperson(given = \"Robert\",\nfamily = \"Hyde\",\nrole = c(\"aut\", \"cre\"),\nemail = \"robert.hyde4@nottingham.ac.uk\",\ncomment = c(ORCID = \"https://orcid.org/0000-0002-8705-9405\")),\nperson(given = \"Eliana\",\nfamily = \"Lima\",\nrole = c(\"aut\"),\nemail = \"eliana.lima1@nottingham.ac.uk\"),\nperson(given = \"Matthew\",\nfamily = \"Barden\",\nrole = c(\"aut\"),\nemail = \"matthew.barden@liverpool.ac.uk\"),\nperson(given = \"Kate\",\nfamily = \"Lewis\",\nrole = c(\"aut\"),\nemail = \"kate.lewis@nottingham.ac.uk\"),\nperson(given = \"Martin\",\nfamily = \"Green\",\nrole = c(\"aut\"),\nemail = \"martin.green@nottingham.ac.uk\"))",
  "Description": "A stable approach to variable selection through stability\nselection and the use of a permutation-based objective\nstability threshold. Lima et al (2021)\n<doi:10.1038/s41598-020-79317-8>, Meinshausen and Buhlmann\n(2010) <doi:10.1111/j.1467-9868.2010.00740.x>.",
  "License": "MIT + file LICENSE",
  "Encoding": "UTF-8",
  "LazyData": "true",
  "Roxygen": "list(markdown = TRUE)",
  "RoxygenNote": "7.3.3",
  "Config/testthat/edition": "3",
  "VignetteBuilder": "knitr",
  "Config/pak/sysreqs": "cmake make libicu-dev libuv1-dev",
  "Repository": "https://roberthyde.r-universe.dev",
  "Date/Publication": "2026-03-09 09:43:46 UTC",
  "RemoteUrl": "https://github.com/roberthyde/stabiliser",
  "RemoteRef": "HEAD",
  "RemoteSha": "9afb466a78df5d626523307a1801031f1a5677a6",
  "NeedsCompilation": "no",
  "Packaged": {
    "Date": "2026-06-07 07:24:01 UTC",
    "User": "root"
  },
  "Author": "Robert Hyde [aut, cre] (ORCID: <https://orcid.org/0000-0002-8705-9405>),\nEliana Lima [aut],\nMatthew Barden [aut],\nKate Lewis [aut],\nMartin Green [aut]",
  "Maintainer": "Robert Hyde <robert.hyde4@nottingham.ac.uk>",
  "MD5sum": "074b7769a22b5857f2aec4f93ca9b63f",
  "_user": "roberthyde",
  "_type": "src",
  "_file": "stabiliser_1.0.7.tar.gz",
  "_fileid": "08c63e86d5fe22652f95171fdd80518ed286fd6348a4484cd2e3f13af34d0a47",
  "_filesize": 229899,
  "_sha256": "08c63e86d5fe22652f95171fdd80518ed286fd6348a4484cd2e3f13af34d0a47",
  "_created": "2026-06-07T07:24:01.000Z",
  "_published": "2026-06-07T07:29:53.902Z",
  "_distro": "noble",
  "_jobs": [
    {
      "job": 79940627201,
      "time": 220,
      "config": "linux-devel-x86_64",
      "r": "4.7.0",
      "check": "OK",
      "artifact": "7461881231"
    },
    {
      "job": 79940627190,
      "time": 190,
      "config": "linux-release-x86_64",
      "r": "4.6.0",
      "check": "OK",
      "artifact": "7461876825"
    },
    {
      "job": 79940627191,
      "time": 179,
      "config": "macos-oldrel-arm64",
      "r": "4.5.3",
      "check": "OK",
      "artifact": "7461889575"
    },
    {
      "job": 79940627185,
      "time": 224,
      "config": "macos-release-arm64",
      "r": "4.6.0",
      "check": "OK",
      "artifact": "7461891078"
    },
    {
      "job": 79940290322,
      "time": 340,
      "config": "source",
      "r": "4.6.0",
      "check": "OK",
      "artifact": "7461851554"
    },
    {
      "job": 79940627176,
      "time": 154,
      "config": "wasm-release",
      "r": "4.6.0",
      "check": "OK",
      "artifact": "7461871979"
    },
    {
      "job": 79940627209,
      "time": 160,
      "config": "windows-devel",
      "r": "4.7.0",
      "check": "OK",
      "artifact": "7461872928"
    },
    {
      "job": 79940627200,
      "time": 174,
      "config": "windows-oldrel",
      "r": "4.5.3",
      "check": "OK",
      "artifact": "7461874734"
    },
    {
      "job": 79940627216,
      "time": 167,
      "config": "windows-release",
      "r": "4.6.0",
      "check": "OK",
      "artifact": "7461873871"
    }
  ],
  "_buildurl": "https://github.com/r-universe/roberthyde/actions/runs/27085926857",
  "_status": "success",
  "_host": "GitHub-Actions",
  "_upstream": "https://github.com/roberthyde/stabiliser",
  "_commit": {
    "id": "9afb466a78df5d626523307a1801031f1a5677a6",
    "author": "roberthyde <51907444+roberthyde@users.noreply.github.com>",
    "committer": "GitHub <noreply@github.com>",
    "message": "Merge pull request #9 from roberthyde/fix_perm_model_id\n\nFixed perm_model ID issues and other CRAN issues",
    "time": 1773049426
  },
  "_maintainer": {
    "name": "Robert Hyde",
    "email": "robert.hyde4@nottingham.ac.uk",
    "login": "roberthyde",
    "description": "",
    "uuid": 51907444,
    "orcid": "0000-0002-8705-9405"
  },
  "_registered": true,
  "_dependencies": [
    {
      "package": "R",
      "version": ">= 3.0.0",
      "role": "Depends"
    },
    {
      "package": "glmnet",
      "role": "Imports"
    },
    {
      "package": "dplyr",
      "role": "Imports"
    },
    {
      "package": "bigstep",
      "role": "Imports"
    },
    {
      "package": "rsample",
      "role": "Imports"
    },
    {
      "package": "tibble",
      "role": "Imports"
    },
    {
      "package": "purrr",
      "role": "Imports"
    },
    {
      "package": "tidyr",
      "role": "Imports"
    },
    {
      "package": "stringr",
      "role": "Imports"
    },
    {
      "package": "ggplot2",
      "role": "Imports"
    },
    {
      "package": "broom",
      "role": "Imports"
    },
    {
      "package": "caret",
      "role": "Imports"
    },
    {
      "package": "ncvreg",
      "role": "Imports"
    },
    {
      "package": "Hmisc",
      "role": "Imports"
    },
    {
      "package": "expss",
      "role": "Imports"
    },
    {
      "package": "lme4",
      "role": "Imports"
    },
    {
      "package": "matrixStats",
      "role": "Imports"
    },
    {
      "package": "recipes",
      "role": "Imports"
    },
    {
      "package": "stats",
      "role": "Imports"
    },
    {
      "package": "lmerTest",
      "role": "Imports"
    },
    {
      "package": "furrr",
      "role": "Imports"
    },
    {
      "package": "future",
      "role": "Imports"
    },
    {
      "package": "rmarkdown",
      "role": "Suggests"
    },
    {
      "package": "testthat",
      "version": ">= 3.0.0",
      "role": "Suggests"
    },
    {
      "package": "markdown",
      "role": "Suggests"
    },
    {
      "package": "knitr",
      "role": "Suggests"
    }
  ],
  "_owner": "roberthyde",
  "_selfowned": true,
  "_usedby": 0,
  "_updates": [
    {
      "week": "2025-51",
      "n": 2
    },
    {
      "week": "2026-04",
      "n": 2
    },
    {
      "week": "2026-06",
      "n": 3
    },
    {
      "week": "2026-11",
      "n": 1
    }
  ],
  "_tags": [],
  "_stars": 0,
  "_contributors": [
    {
      "user": "roberthyde",
      "count": 233,
      "uuid": 51907444
    },
    {
      "user": "kateeleanorx",
      "count": 18,
      "uuid": 75122079
    },
    {
      "user": "martin-green-1000",
      "count": 2,
      "uuid": 30690662
    }
  ],
  "_userbio": {
    "uuid": 51907444,
    "type": "user",
    "name": "roberthyde"
  },
  "_downloads": {
    "count": 502,
    "source": "https://cranlogs.r-pkg.org/downloads/total/last-month/stabiliser"
  },
  "_devurl": "https://github.com/roberthyde/stabiliser",
  "_searchresults": 8,
  "_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/readme.html",
    "extra/readme.md",
    "extra/stabiliser.html",
    "manual.pdf"
  ],
  "_homeurl": "https://github.com/roberthyde/stabiliser",
  "_realowner": "roberthyde",
  "_cranurl": true,
  "_releases": [
    {
      "version": "0.1.0",
      "date": "2021-08-10"
    },
    {
      "version": "0.1.1",
      "date": "2022-01-05"
    },
    {
      "version": "0.1.2",
      "date": "2022-02-14"
    },
    {
      "version": "1.0.1",
      "date": "2022-04-06"
    },
    {
      "version": "1.0.2",
      "date": "2022-06-07"
    },
    {
      "version": "1.0.6",
      "date": "2023-05-17"
    },
    {
      "version": "1.0.7",
      "date": "2026-03-09"
    }
  ],
  "_exports": [
    "simulate_data",
    "simulate_data_re",
    "simulate_glmer_re_data",
    "simulate_selection_bias",
    "stab_plot",
    "stabilise",
    "stabilise_re",
    "stabilise_re_glmer",
    "triangulate"
  ],
  "_datasets": [
    {
      "name": "stabiliser_example",
      "title": "stabiliser_example",
      "object": "stabiliser_example",
      "class": [
        "tbl_df",
        "tbl",
        "data.frame"
      ],
      "fields": [
        "y",
        "causal1",
        "causal2",
        "causal3",
        "causal4",
        "junk1",
        "junk2",
        "junk3",
        "junk4",
        "junk5",
        "junk6",
        "junk7",
        "junk8",
        "junk9",
        "junk10",
        "junk11",
        "junk12",
        "junk13",
        "junk14",
        "junk15",
        "junk16",
        "junk17",
        "junk18",
        "junk19",
        "junk20",
        "junk21",
        "junk22",
        "junk23",
        "junk24",
        "junk25",
        "junk26",
        "junk27",
        "junk28",
        "junk29",
        "junk30",
        "junk31",
        "junk32",
        "junk33",
        "junk34",
        "junk35",
        "junk36",
        "junk37",
        "junk38",
        "junk39",
        "junk40",
        "junk41",
        "junk42",
        "junk43",
        "junk44",
        "junk45",
        "junk46",
        "junk47",
        "junk48",
        "junk49",
        "junk50",
        "junk51",
        "junk52",
        "junk53",
        "junk54",
        "junk55",
        "junk56",
        "junk57",
        "junk58",
        "junk59",
        "junk60",
        "junk61",
        "junk62",
        "junk63",
        "junk64",
        "junk65",
        "junk66",
        "junk67",
        "junk68",
        "junk69",
        "junk70",
        "junk71",
        "junk72",
        "junk73",
        "junk74",
        "junk75",
        "junk76",
        "junk77",
        "junk78",
        "junk79",
        "junk80",
        "junk81",
        "junk82",
        "junk83",
        "junk84",
        "junk85",
        "junk86",
        "junk87",
        "junk88",
        "junk89",
        "junk90",
        "junk91",
        "junk92",
        "junk93",
        "junk94",
        "junk95"
      ],
      "rows": 50,
      "table": true,
      "tojson": true
    }
  ],
  "_help": [
    {
      "page": "simulate_data",
      "title": "simulate_data",
      "topics": [
        "simulate_data"
      ]
    },
    {
      "page": "simulate_data_re",
      "title": "simulate_data_re",
      "topics": [
        "simulate_data_re"
      ]
    },
    {
      "page": "simulate_data_re_glmer",
      "title": "simulate_data_re_glmer",
      "topics": [
        "simulate_data_re_glmer",
        "simulate_glmer_re_data"
      ]
    },
    {
      "page": "simulate_selection_bias",
      "title": "simulate_selection_bias",
      "topics": [
        "simulate_selection_bias"
      ]
    },
    {
      "page": "stab_plot",
      "title": "stab_plot",
      "topics": [
        "stab_plot"
      ]
    },
    {
      "page": "stabilise",
      "title": "stabilise",
      "topics": [
        "stabilise"
      ]
    },
    {
      "page": "stabilise_re",
      "title": "stabilise_re",
      "topics": [
        "stabilise_re"
      ]
    },
    {
      "page": "stabilise_re_glmer",
      "title": "stabilise_re_glmer",
      "topics": [
        "stabilise_re_glmer"
      ]
    },
    {
      "page": "stabiliser_example",
      "title": "stabiliser_example",
      "topics": [
        "stabiliser_example"
      ]
    },
    {
      "page": "triangulate",
      "title": "triangulate",
      "topics": [
        "triangulate"
      ]
    }
  ],
  "_readme": "https://github.com/roberthyde/stabiliser/raw/HEAD/README.md",
  "_rundeps": [
    "backports",
    "base64enc",
    "BH",
    "biglm",
    "bigmemory",
    "bigmemory.sri",
    "bigstep",
    "boot",
    "broom",
    "bslib",
    "cachem",
    "caret",
    "checkmate",
    "class",
    "cli",
    "clock",
    "cluster",
    "codetools",
    "colorspace",
    "cpp11",
    "data.table",
    "DBI",
    "diagram",
    "digest",
    "dplyr",
    "e1071",
    "evaluate",
    "expss",
    "farver",
    "fastmap",
    "fontawesome",
    "foreach",
    "foreign",
    "Formula",
    "fs",
    "furrr",
    "future",
    "future.apply",
    "generics",
    "ggplot2",
    "glmnet",
    "globals",
    "glue",
    "gower",
    "gridExtra",
    "gtable",
    "hardhat",
    "highr",
    "Hmisc",
    "htmlTable",
    "htmltools",
    "htmlwidgets",
    "ipred",
    "isoband",
    "iterators",
    "jquerylib",
    "jsonlite",
    "KernSmooth",
    "knitr",
    "labeling",
    "lattice",
    "lava",
    "lifecycle",
    "listenv",
    "lme4",
    "lmerTest",
    "lubridate",
    "maditr",
    "magrittr",
    "MASS",
    "Matrix",
    "matrixStats",
    "memoise",
    "mime",
    "minqa",
    "ModelMetrics",
    "ncvreg",
    "nlme",
    "nloptr",
    "nnet",
    "numDeriv",
    "parallelly",
    "pillar",
    "pkgconfig",
    "plyr",
    "pROC",
    "prodlim",
    "progressr",
    "proxy",
    "purrr",
    "R.methodsS3",
    "R.oo",
    "R.utils",
    "R6",
    "rappdirs",
    "rbibutils",
    "RColorBrewer",
    "Rcpp",
    "RcppEigen",
    "Rdpack",
    "recipes",
    "reformulas",
    "reshape2",
    "rlang",
    "rmarkdown",
    "rpart",
    "rsample",
    "rstudioapi",
    "S7",
    "sass",
    "scales",
    "shape",
    "slider",
    "sparsevctrs",
    "speedglm",
    "SQUAREM",
    "stringi",
    "stringr",
    "survival",
    "tibble",
    "tidyr",
    "tidyselect",
    "timechange",
    "timeDate",
    "tinytex",
    "tzdb",
    "utf8",
    "uuid",
    "vctrs",
    "viridisLite",
    "warp",
    "withr",
    "xfun",
    "yaml"
  ],
  "_vignettes": [
    {
      "source": "stabiliser.Rmd",
      "filename": "stabiliser.html",
      "title": "stabiliser",
      "engine": "knitr::knitr",
      "headings": [
        "Installation",
        "Usage",
        "stabilise()",
        "triangulate()",
        "stab_plot()",
        "References"
      ],
      "created": "2021-07-22 08:36:49",
      "modified": "2021-12-23 08:53:58",
      "commits": 8
    }
  ],
  "_score": 4.6020599913279625,
  "_indexed": true,
  "_nocasepkg": "stabiliser",
  "_universes": [
    "roberthyde"
  ],
  "_binaries": [
    {
      "r": "4.7.0",
      "os": "linux",
      "version": "1.0.7",
      "date": "2026-06-07T07:26:54.000Z",
      "distro": "noble",
      "commit": "9afb466a78df5d626523307a1801031f1a5677a6",
      "fileid": "fd6843dd91bea0360e56bc44b84a04f042f4e8ec18593135d489169a76cba9a3",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/roberthyde/actions/runs/27085926857"
    },
    {
      "r": "4.6.0",
      "os": "linux",
      "version": "1.0.7",
      "date": "2026-06-07T07:26:38.000Z",
      "distro": "noble",
      "commit": "9afb466a78df5d626523307a1801031f1a5677a6",
      "fileid": "a47604f1dcca50eeef4089dcc7d1f0dca494a0b2b2e6cf0f23cac1ea5b0fd3d5",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/roberthyde/actions/runs/27085926857"
    },
    {
      "r": "4.5.3",
      "os": "mac",
      "version": "1.0.7",
      "date": "2026-06-07T07:28:24.000Z",
      "commit": "9afb466a78df5d626523307a1801031f1a5677a6",
      "fileid": "ae925b5722fb30e2c76e55fe505f498c422bd3907ab784a3224358249526da47",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/roberthyde/actions/runs/27085926857"
    },
    {
      "r": "4.6.0",
      "os": "mac",
      "version": "1.0.7",
      "date": "2026-06-07T07:28:10.000Z",
      "commit": "9afb466a78df5d626523307a1801031f1a5677a6",
      "fileid": "f2909fb35f69a5e187b1836098ab84c369034e26d3e37d9ba15ab8a9a21e833a",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/roberthyde/actions/runs/27085926857"
    },
    {
      "r": "4.6.0",
      "os": "wasm",
      "version": "1.0.7",
      "date": "2026-06-07T07:26:56.000Z",
      "commit": "9afb466a78df5d626523307a1801031f1a5677a6",
      "fileid": "7088733933ab92c14410f2d2fc1c6db0f1b24bd8d62ee37cb8ab5306bead3dd5",
      "status": "success",
      "buildurl": "https://github.com/r-universe/roberthyde/actions/runs/27085926857"
    },
    {
      "r": "4.7.0",
      "os": "win",
      "version": "1.0.7",
      "date": "2026-06-07T07:25:51.000Z",
      "commit": "9afb466a78df5d626523307a1801031f1a5677a6",
      "fileid": "c292330b36c73b847f460c27a9381f530e455b01fdfc633a5fb0d1cc55132cfd",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/roberthyde/actions/runs/27085926857"
    },
    {
      "r": "4.5.3",
      "os": "win",
      "version": "1.0.7",
      "date": "2026-06-07T07:26:04.000Z",
      "commit": "9afb466a78df5d626523307a1801031f1a5677a6",
      "fileid": "016de16f849e2c16043b3c661fb2ba1ad19f11b127bd49fd9336eb063d5c240e",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/roberthyde/actions/runs/27085926857"
    },
    {
      "r": "4.6.0",
      "os": "win",
      "version": "1.0.7",
      "date": "2026-06-07T07:25:58.000Z",
      "commit": "9afb466a78df5d626523307a1801031f1a5677a6",
      "fileid": "e1d6f9b2e6ec5d0bf8ae5cb5a425dd63b02de9a6531b378600383826e8381c28",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/roberthyde/actions/runs/27085926857"
    }
  ]
}