{ "_id": "6abccaf099f7aa8c6aa4bd42", "Package": "rater", "Title": "Statistical Models of Repeated Categorical Rating Data", "Version": "1.3.2.9000", "Authors@R": "c(person(given = \"Jeffrey\",\nfamily = \"Pullin\",\nrole = c(\"aut\", \"cre\", \"cph\"),\nemail = \"jeffrey.pullin@gmail.com\",\ncomment = c(ORCID = \"0000-0003-3651-5471\")),\nperson(given = \"Damjan\",\nfamily = \"Vukcevic\",\nrole = \"aut\",\ncomment = c(ORCID = \"0000-0001-7780-9586\")),\nperson(given = \"Lars Mølgaard\",\nfamily = \"Saxhaug\",\nrole = \"ctb\",\ncomment = c(ORCID = \"0000-0001-5084-1578\")))", "Description": "Fit statistical models based on the Dawid-Skene model -\nDawid and Skene (1979) - to repeated\ncategorical rating data. Full Bayesian inference for these\nmodels is supported through the Stan modelling language.\n'rater' also allows the user to extract and plot key parameters\nof these models.", "License": "GPL-2", "URL": "https://jeffreypullin.github.io/rater/,\nhttps://github.com/jeffreypullin/rater", "BugReports": "https://github.com/jeffreypullin/rater/issues", "VignetteBuilder": "knitr", "Biarch": "true", "Config/testthat/edition": "3", "Encoding": "UTF-8", "LazyData": "true", "Roxygen": "list(markdown = TRUE)", "RoxygenNote": "7.2.3", "SystemRequirements": "GNU make", "Config/pak/sysreqs": "cmake make", "Repository": "https://jeffreypullin.r-universe.dev", "Date/Publication": "2026-04-03 15:16:17 UTC", "RemoteUrl": "https://github.com/jeffreypullin/rater", "RemoteRef": "HEAD", "RemoteSha": "bc1e414eba27dcfb11f8e6dcf3aaef916644e457", "NeedsCompilation": "yes", "Packaged": { "Date": "2026-09-30 07:57:21 UTC", "User": "root" }, "Author": "Jeffrey Pullin [aut, cre, cph] (ORCID:\n),\nDamjan Vukcevic [aut] (ORCID: ),\nLars Mølgaard Saxhaug [ctb] (ORCID:\n)", "Maintainer": "Jeffrey Pullin ", "_user": "jeffreypullin", "_type": "src", "_file": "rater_1.3.2.9000.tar.gz", "_fileid": "https://r2.ropensci.org/a9dcfee3d91e4281c889ea38d04d1746486c0cd6077ff9fe39d8256a4ab4974b", "_filesize": 665671, "_sha256": "a9dcfee3d91e4281c889ea38d04d1746486c0cd6077ff9fe39d8256a4ab4974b", "_expires": "2027-01-08T08:40:14.000Z", "_created": "2026-09-30T07:57:21.000Z", "_published": "2026-09-30T08:40:15.925Z", "_jobs": [ { "job": 109795283586, "time": 362, "config": "linux-devel-arm64", "r": "4.7.0", "check": "OK", "artifact": "11084761636" }, { "job": 109795283691, "time": 420, "config": "linux-devel-x86_64", "r": "4.7.0", "check": "OK", "artifact": "11084562078" }, { "job": 109795283569, "time": 355, "config": "linux-release-arm64", "r": "4.6.1", "check": "OK", "artifact": "11084196524" }, { "job": 109795283757, "time": 431, "config": "linux-release-x86_64", "r": "4.6.1", "check": "OK", "artifact": "11084112868" }, { "job": 109795283580, "time": 308, "config": "macos-oldrel-arm64", "r": "4.5.3", "check": "OK", "artifact": "11085642902" }, { "job": 109795283460, "time": 588, "config": "macos-oldrel-x86_64", "r": "4.5.3", "check": "OK", "artifact": "11085456673" }, { "job": 109795283455, "time": 380, "config": "macos-release-arm64", "r": "4.6.1", "check": "OK", "artifact": "11085741167" }, { "job": 109795283481, "time": 630, "config": "macos-release-x86_64", "r": "4.6.1", "check": "OK", "artifact": "11085551114" }, { "job": 109791910057, "time": 639, "config": "source", "r": "4.6.1", "check": "OK", "artifact": "11084391021" }, { "job": 109795283426, "time": 274, "config": "wasm-release", "r": "4.6.0", "check": "OK", "artifact": "11084696401" }, { "job": 109795283465, "time": 594, "config": "windows-devel-arm64", "r": "4.7.0", "check": "OK", "artifact": "11084626449" }, { "job": 109795283529, "time": 485, "config": "windows-devel-x86_64", "r": "4.7.0", "check": "OK", "artifact": "11084496366" }, { "job": 109795283559, "time": 503, "config": "windows-oldrel-x86_64", "r": "4.5.3", "check": "OK", "artifact": "11084003906" }, { "job": 109795284418, "time": 545, "config": "windows-release-arm64", "r": "4.6.1", "check": "OK", "artifact": "11083894749" }, { "job": 109795283575, "time": 505, "config": "windows-release-x86_64", "r": "4.6.1", "check": "OK", "artifact": "11083944528" } ], "_host": "GitHub-Actions", "_buildurl": "https://github.com/r-universe/jeffreypullin/actions/runs/36685968923", "_status": "success", "_upstream": "https://github.com/jeffreypullin/rater", "_commit": { "id": "bc1e414eba27dcfb11f8e6dcf3aaef916644e457", "author": "Jeffrey Pullin ", "committer": "Jeffrey Pullin ", "message": "Fix caries dataset documentation\n\nCloses #187\n", "time": 1775229377 }, "_maintainer": { "name": "Jeffrey Pullin", "email": "jeffrey.pullin@gmail.com", "login": "jeffreypullin", "orcid": "0000-0003-3651-5471", "description": "PhD student in the MRC Biostatistics Unit at the University of Cambridge. BSc, MSc from the University of Melbourne.", "uuid": 34267114 }, "_distro": "resolute", "_registered": true, "_dependencies": [ { "package": "R", "version": ">= 3.4.0", "role": "Depends" }, { "package": "BH", "version": ">= 1.66.0", "role": "LinkingTo" }, { "package": "Rcpp", "version": ">= 0.12.0", "role": "LinkingTo" }, { "package": "RcppEigen", "version": ">= 0.3.3.3.0", "role": "LinkingTo" }, { "package": "RcppParallel", "version": ">= 5.0.1", "role": "LinkingTo" }, { "package": "rstan", "version": ">= 2.26.0", "role": "LinkingTo" }, { "package": "StanHeaders", "version": ">= 2.26.0", "role": "LinkingTo" }, { "package": "ggplot2", "version": ">= 2.2.1", "role": "Imports" }, { "package": "loo", "version": "> 2.0.0", "role": "Imports" }, { "package": "methods", "role": "Imports" }, { "package": "Rcpp", "version": ">= 0.12.0", "role": "Imports" }, { "package": "RcppParallel", "version": ">= 5.0.1", "role": "Imports" }, { "package": "rlang", "version": "> 0.2.0", "role": "Imports" }, { "package": "rstan", "version": ">= 2.26.0", "role": "Imports" }, { "package": "rstantools", "version": ">= 2.0.0", "role": "Imports" }, { "package": "coda", "role": "Suggests" }, { "package": "covr", "role": "Suggests" }, { "package": "knitr", "role": "Suggests" }, { "package": "rmarkdown", "role": "Suggests" }, { "package": "testthat", "role": "Suggests" } ], "_owner": "jeffreypullin", "_selfowned": true, "_usedby": 0, "_updates": [ { "week": "2026-14", "n": 1 } ], "_tags": [], "_topics": [ "annotations", "bayesian", "bayesian-statistics", "stan", "onetbb", "cpp" ], "_stars": 18, "_contributors": [ { "user": "jeffreypullin", "count": 488, "uuid": 34267114 }, { "user": "dvukcevic", "count": 13, "uuid": 8169568 }, { "user": "andrjohns", "count": 1, "uuid": 27717896 } ], "_userbio": { "uuid": 34267114, "type": "user", "name": "Jeffrey Pullin", "followers": 32, "description": "PhD student in the MRC Biostatistics Unit at the University of Cambridge. BSc, MSc from the University of Melbourne." }, "_downloads": { "count": 371, "source": "https://cranlogs.r-pkg.org/downloads/total/last-month/rater" }, "_devurl": "https://github.com/jeffreypullin/rater", "_pkgdown": "https://jeffreypullin.github.io/rater/", "_searchresults": 0, "_rbuild": "4.6.1", "_assets": [ "extra/citation.cff", "extra/citation.html", "extra/citation.json", "extra/citation.txt", "extra/contents.json", "extra/manual.pdf", "extra/NEWS.html", "extra/NEWS.txt", "extra/rater.html", "extra/readme.html", "extra/readme.md" ], "_homeurl": "https://github.com/jeffreypullin/rater", "_realowner": "jeffreypullin", "_cranurl": true, "_releases": [ { "version": "1.0.0", "date": "2020-09-15" }, { "version": "1.1.0", "date": "2021-03-14" }, { "version": "1.2.0", "date": "2021-07-13" }, { "version": "1.3.0", "date": "2023-03-11" }, { "version": "1.3.1", "date": "2023-09-11" }, { "version": "1.3.2", "date": "2025-07-23" } ], "_exports": [ "as_mcmc.list", "class_conditional_dawid_skene", "class_probabilities", "dawid_skene", "get_stanfit", "hier_dawid_skene", "loo", "loo_compare", "make_complete_rating_design_sim_data", "make_theta", "mcmc_diagnostics", "point_estimate", "posterior_interval", "posterior_predict", "posterior_samples", "prior_summary", "rater", "simulate_dawid_skene_model", "simulate_hier_dawid_skene_model", "waic", "wide_to_long" ], "_datasets": [ { "name": "anesthesia", "title": "Anaesthetist ratings for patient suitability for surgery", "object": "anesthesia", "class": [ "data.frame" ], "fields": [ "item", "rater", "rating" ], "rows": 315, "table": true, "tojson": true }, { "name": "caries", "title": "Dentist ratings of whether caries are healthy or not based on X-rays", "object": "caries", "class": [ "data.frame" ], "fields": [ "rater_1", "rater_2", "rater_3", "rater_4", "rater_5", "n" ], "rows": 32, "table": true, "tojson": true } ], "_help": [ { "page": "rater-package", "title": "The 'rater' package.", "topics": [ "rater-package" ] }, { "page": "anesthesia", "title": "Anaesthetist ratings for patient suitability for surgery", "topics": [ "anesthesia" ] }, { "page": "as_mcmc.list", "title": "Convert a rater_fit object to a coda 'mcmc.list' object.", "topics": [ "as_mcmc.list" ] }, { "page": "caries", "title": "Dentist ratings of whether caries are healthy or not based on X-rays", "topics": [ "caries" ] }, { "page": "class_probabilities", "title": "Extract latent class probabilities from a rater fit object", "topics": [ "class_probabilities", "class_probabilities.mcmc_fit", "class_probabilities.optim_fit" ] }, { "page": "get_stanfit", "title": "Get the underlying 'stanfit' object from a 'rater_fit' object.", "topics": [ "get_stanfit" ] }, { "page": "loo.rater_fit", "title": "Compute the PSIS LOO CV - a measure of model fit - of a rater fit object.", "topics": [ "loo", "loo.rater_fit" ] }, { "page": "make_complete_rating_design_sim_data", "title": "Produce simulation data from a 'complete' rating design", "topics": [ "make_complete_rating_design_sim_data" ] }, { "page": "make_theta", "title": "Make a theta parameter", "topics": [ "make_theta" ] }, { "page": "mcmc_diagnostics", "title": "Retrieve MCMC convergence diagnostics for a rater fit", "topics": [ "mcmc_diagnostics" ] }, { "page": "models", "title": "Probabilistic models of repeated categorical rating", "topics": [ "class_conditional_dawid_skene", "dawid_skene", "hier_dawid_skene", "models" ] }, { "page": "plot.rater_fit", "title": "Plot a 'rater_fit' object", "topics": [ "plot.rater_fit" ] }, { "page": "point_estimate", "title": "Extract point estimates of parameters from a fit object", "topics": [ "point_estimate" ] }, { "page": "posterior_interval.mcmc_fit", "title": "Extract posterior intervals for parameters of the model", "topics": [ "posterior_interval", "posterior_interval.mcmc_fit" ] }, { "page": "posterior_interval.optim_fit", "title": "Extract posterior intervals for parameters of the model", "topics": [ "posterior_interval.optim_fit" ] }, { "page": "posterior_predict.rater_fit", "title": "Draw from the posterior predictive distribution", "topics": [ "posterior_predict", "posterior_predict.rater_fit" ] }, { "page": "posterior_samples", "title": "Extract posterior samples from a rater fit object", "topics": [ "posterior_samples" ] }, { "page": "print.mcmc_fit", "title": "Print a 'mcmc_fit' object", "topics": [ "print.mcmc_fit" ] }, { "page": "print.optim_fit", "title": "Print a 'optim_fit' object", "topics": [ "print.optim_fit" ] }, { "page": "print.rater_model", "title": "Print a 'rater_model' object.", "topics": [ "print.rater_model" ] }, { "page": "prior_summary.rater_fit", "title": "Provide a summary of the priors specified in a 'rater_fit' object.", "topics": [ "prior_summary", "prior_summary.rater_fit" ] }, { "page": "rater", "title": "Fit statistical models to repeated categorical rating data using Stan", "topics": [ "rater" ] }, { "page": "simulate_dawid_skene_model", "title": "Simulate data from the Dawid-Skene model", "topics": [ "simulate_dawid_skene_model" ] }, { "page": "simulate_hier_dawid_skene_model", "title": "Simulate data from the hierarchical Dawid-Skene model", "topics": [ "simulate_hier_dawid_skene_model" ] }, { "page": "summary.mcmc_fit", "title": "Summarise a 'mcmc_fit' object", "topics": [ "summary.mcmc_fit" ] }, { "page": "summary.optim_fit", "title": "Summarise an 'optim_fit' object", "topics": [ "summary.optim_fit" ] }, { "page": "summary.rater_model", "title": "Summarise a 'rater_model'.", "topics": [ "summary.rater_model" ] }, { "page": "waic.rater_fit", "title": "Compute the WAIC - a measure of model fit - of a rater fit object.", "topics": [ "waic", "waic.rater_fit" ] }, { "page": "wide_to_long", "title": "Convert wide data to the long format", "topics": [ "wide_to_long" ] } ], "_readme": "https://github.com/jeffreypullin/rater/raw/HEAD/README.md", "_rundeps": [ "abind", "backports", "BH", "callr", "checkmate", "cli", "cpp11", "desc", "distributional", "farver", "generics", "ggplot2", "glue", "gridExtra", "gtable", "inline", "isoband", "labeling", "lifecycle", "loo", "magrittr", "matrixStats", "numDeriv", "otel", "pillar", "pkgbuild", "pkgconfig", "posterior", "processx", "ps", "QuickJSR", "R6", "RColorBrewer", "Rcpp", "RcppEigen", "RcppParallel", "rlang", "rstan", "rstantools", "S7", "scales", "StanHeaders", "tensorA", "tibble", "utf8", "vctrs", "viridisLite", "withr" ], "_sysdeps": [ { "shlib": "libtbb", "package": "libtbb12", "headers": "libtbb-dev", "source": "onetbb", "version": "2022.3.0-2", "name": "onetbb", "homepage": "https://uxlfoundation.github.io/oneTBB/", "description": "parallelism library for C++ - runtime files" }, { "shlib": "libstdc++", "package": "libstdc++6", "source": "gcc", "version": "16-20260322-1ubuntu1", "name": "c++", "homepage": "http://gcc.gnu.org/", "description": "GNU Standard C++ Library v3" } ], "_vignettes": [ { "source": "data-formats.Rmd", "filename": "data-formats.html", "title": "Data formats", "engine": "knitr::rmarkdown", "headings": [ "Data formats for rater", "Long format", "Wide data", "Grouped data" ], "created": "2021-03-02 05:39:35", "modified": "2021-03-02 05:39:35", "commits": 1 }, { "source": "workflow.Rmd", "filename": "workflow.html", "title": "Workflow", "engine": "knitr::rmarkdown", "headings": [ "What is rater?", "Data", "Inference", "Plotting", "Point estimates", "Other functions" ], "created": "2019-01-23 03:12:38", "modified": "2020-08-12 05:06:21", "commits": 10 } ], "_score": 5.556302500767288, "_indexed": true, "_nocasepkg": "rater", "_universes": [ "jeffreypullin" ], "_binaries": [ { "r": "4.7.0", "os": "linux", "version": "1.3.2.9000", "date": "2026-09-30T08:02:57.000Z", "distro": "resolute", "arch": "aarch64", "commit": "bc1e414eba27dcfb11f8e6dcf3aaef916644e457", "fileid": "https://r2.ropensci.org/483febfc03058c9fb48f2858b55076bc24ebee6872557cf7ed366fe6cfb1b74d", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/jeffreypullin/actions/runs/36685968923" }, { "r": "4.7.0", "os": "linux", "version": "1.3.2.9000", "date": "2026-09-30T08:03:16.000Z", "distro": "resolute", "arch": "x86_64", "commit": "bc1e414eba27dcfb11f8e6dcf3aaef916644e457", "fileid": "https://r2.ropensci.org/68af2a0242b1682cf7c809ec6219a1ec62a142f30fbaba177114c7295072d4a9", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/jeffreypullin/actions/runs/36685968923" }, { "r": "4.6.1", "os": "linux", "version": "1.3.2.9000", "date": "2026-09-30T08:02:56.000Z", "distro": "resolute", "arch": "aarch64", "commit": "bc1e414eba27dcfb11f8e6dcf3aaef916644e457", "fileid": "https://r2.ropensci.org/f88cf91426c5fd2943e6df49519aca81b2fe141c4d788fb96c1ea0e20b752fc4", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/jeffreypullin/actions/runs/36685968923" }, { "r": "4.6.1", "os": "linux", "version": "1.3.2.9000", "date": "2026-09-30T08:03:46.000Z", "distro": "resolute", "arch": "x86_64", "commit": "bc1e414eba27dcfb11f8e6dcf3aaef916644e457", "fileid": "https://r2.ropensci.org/a7d0da11d652edb45e4b48a2486b4c522ad221a14102d4cd8db1428a6eef1acd", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/jeffreypullin/actions/runs/36685968923" }, { "r": "4.5.3", "os": "mac", "version": "1.3.2.9000", "date": "2026-09-30T08:36:08.000Z", "arch": "aarch64", "commit": "bc1e414eba27dcfb11f8e6dcf3aaef916644e457", "fileid": "https://r2.ropensci.org/42927f334844279e20b5d82c0197dffc0dc7c5bb880928f8ce78a28b643edc43", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/jeffreypullin/actions/runs/36685968923" }, { "r": "4.5.3", "os": "mac", "version": "1.3.2.9000", "date": "2026-09-30T08:25:03.000Z", "arch": "x86_64", "commit": "bc1e414eba27dcfb11f8e6dcf3aaef916644e457", "fileid": "https://r2.ropensci.org/06677a5557fd01b2a5cbf5729768e37ad9cc6c1d4fd009702f98d035ebef75b3", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/jeffreypullin/actions/runs/36685968923" }, { "r": "4.6.1", "os": "mac", "version": "1.3.2.9000", "date": "2026-09-30T08:33:04.000Z", "arch": "aarch64", "commit": "bc1e414eba27dcfb11f8e6dcf3aaef916644e457", "fileid": "https://r2.ropensci.org/70246f53dfd45d7ca215fb899a8a0107cceba24e8099c9e0827fb76847f0caae", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/jeffreypullin/actions/runs/36685968923" }, { "r": "4.6.1", "os": "mac", "version": "1.3.2.9000", "date": "2026-09-30T08:23:40.000Z", "arch": "x86_64", "commit": "bc1e414eba27dcfb11f8e6dcf3aaef916644e457", "fileid": "https://r2.ropensci.org/e62b2b6bc1a07292750320e6dca6f1eb4f5c2e96bb40d19ead6c6f1005471cf8", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/jeffreypullin/actions/runs/36685968923" }, { "r": "4.6.0", "os": "wasm", "version": "1.3.2.9000", "date": "2026-09-30T08:03:10.000Z", "arch": "emscripten", "commit": "bc1e414eba27dcfb11f8e6dcf3aaef916644e457", "fileid": "https://r2.ropensci.org/5467d8a1d50ddbe2aa0e71a7d757a122e1eac1d00e51201801fe447fb6df1759", "status": "success", "buildurl": "https://github.com/r-universe/jeffreypullin/actions/runs/36685968923" }, { "r": "4.7.0", "os": "win", "version": "1.3.2.9000", "date": "2026-09-30T08:06:00.000Z", "arch": "aarch64", "commit": "bc1e414eba27dcfb11f8e6dcf3aaef916644e457", "fileid": "https://r2.ropensci.org/3b8390b02fd355f5a31599ba4657d9db94cc7763c7b48b83d1ea3eb08052b61c", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/jeffreypullin/actions/runs/36685968923" }, { "r": "4.7.0", "os": "win", "version": "1.3.2.9000", "date": "2026-09-30T08:02:28.000Z", "arch": "x86_64", "commit": "bc1e414eba27dcfb11f8e6dcf3aaef916644e457", "fileid": "https://r2.ropensci.org/e200ce8f3bedc9e195362ead56f6f7fd039612649b75c4136416d36e6015428b", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/jeffreypullin/actions/runs/36685968923" }, { "r": "4.5.3", "os": "win", "version": "1.3.2.9000", "date": "2026-09-30T08:02:05.000Z", "arch": "x86_64", "commit": "bc1e414eba27dcfb11f8e6dcf3aaef916644e457", "fileid": "https://r2.ropensci.org/8d356591b39e7b6b8904c15092ed82bc8da6859441f060701a8e347bcb428a8c", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/jeffreypullin/actions/runs/36685968923" }, { "r": "4.6.1", "os": "win", "version": "1.3.2.9000", "date": "2026-09-30T08:05:27.000Z", "arch": "aarch64", "commit": "bc1e414eba27dcfb11f8e6dcf3aaef916644e457", "fileid": "https://r2.ropensci.org/a081f2e748f4d26ac1b9788f963bdf1db4090c37cd19c2683160e98cf1ac0107", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/jeffreypullin/actions/runs/36685968923" }, { "r": "4.6.1", "os": "win", "version": "1.3.2.9000", "date": "2026-09-30T08:02:17.000Z", "arch": "x86_64", "commit": "bc1e414eba27dcfb11f8e6dcf3aaef916644e457", "fileid": "https://r2.ropensci.org/59c1187c6e0980a0b6ae5ee216c583776fef186dc96b130753528f0454071b7c", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/jeffreypullin/actions/runs/36685968923" } ] }