{ "_id": "6ac6ff59de46216d5edcdcf1", "Package": "bayesqm", "Type": "Package", "Title": "Bayesian Q Methodology: Exact Rank-Order Likelihood for Forced Q\nSorts", "Version": "0.2.0", "Date": "2026-08-19", "Authors@R": "c(\nperson(given = \"Raymond Dacosta\", family = \"Azadda\",\nemail = \"rdazadda@alaska.edu\",\nrole = c(\"aut\", \"cre\"),\ncomment = c(ORCID = \"0009-0002-4384-4556\")),\nperson(\"Henry Ofoe\", \"Agbi-Kaiser\", role = \"aut\",\ncomment = c(ORCID = \"0009-0008-6127-9136\")),\nperson(\"Hannah D.\", \"Robinson\", role = \"aut\",\ncomment = c(ORCID = \"0009-0000-5159-1363\")),\nperson(\"KyungSook\", \"Lee\", role = \"aut\",\ncomment = c(ORCID = \"0000-0003-2351-7355\")),\nperson(family = \"AK-ACE Team\", role = \"aut\"),\nperson(\"Karsten\", \"Hueffer\", role = \"aut\"),\nperson(\"Taa'aii\", \"Peter\", role = \"aut\"),\nperson(\"Stacy\", \"Rasmus\", role = \"aut\"))", "Description": "A Bayesian analysis for Q methodology, alongside the\nclassical one. Models the forced Q sort as an ordered partition\nof the statements through an exact rank-order likelihood (the\ndesign quotas fix the partition margins, so the likelihood of\nthe observed sorting event is exact), fits it by a\nparameter-expanded Gibbs sampler in R with no compiled code and\na convergence gate on rotation-invariant functionals, resolves\nrotational ambiguity via the MatchAlign post-processing of\nPoworoznek et al. (2025) , and returns\nthe familiar Q tables as posterior summaries: credible\nintervals for bounded participant loadings, flag probabilities\nwith an explicit unclassified state, quota-respecting factor\narrays, distinguishing and consensus statements judged against\na posterior critical difference and a grid-width equivalence\nregion, one posterior false-discovery rule for all published\nclaims, and a two-signal posterior-predictive workflow for the\nnumber of factors.", "License": "GPL (>= 3)", "URL": "https://github.com/rdazadda/bayesqm,\nhttps://rdazadda.github.io/bayesqm/", "BugReports": "https://github.com/rdazadda/bayesqm/issues", "Encoding": "UTF-8", "Language": "en-US", "LazyData": "true", "Roxygen": "list(markdown = TRUE)", "Config/testthat/edition": "3", "VignetteBuilder": "knitr", "Config/Needs/website": "qmethod", "Config/roxygen2/version": "8.0.0", "Repository": "https://rdazadda.r-universe.dev", "Date/Publication": "2026-10-07 22:35:46 UTC", "RemoteUrl": "https://github.com/rdazadda/bayesqm", "RemoteRef": "HEAD", "RemoteSha": "d5e12472f95f5d441d7f6e1823139aee5332a272", "NeedsCompilation": "no", "Packaged": { "Date": "2026-10-08 02:21:41 UTC", "User": "root" }, "Author": "Raymond Dacosta Azadda [aut, cre] (ORCID:\n),\nHenry Ofoe Agbi-Kaiser [aut] (ORCID:\n),\nHannah D. Robinson [aut] (ORCID:\n),\nKyungSook Lee [aut] (ORCID: ),\nAK-ACE Team [aut],\nKarsten Hueffer [aut],\nTaa'aii Peter [aut],\nStacy Rasmus [aut]", "Maintainer": "Raymond Dacosta Azadda ", "_user": "rdazadda", "_type": "src", "_file": "bayesqm_0.2.0.tar.gz", "_fileid": "https://r2.ropensci.org/87cfb02e40d17e1f6e2db105ec0963ef78afc397459fb72cef91db5577caaa82", "_filesize": 818551, "_sha256": "87cfb02e40d17e1f6e2db105ec0963ef78afc397459fb72cef91db5577caaa82", "_expires": "2027-01-16T02:26:27.000Z", "_created": "2026-10-08T02:21:41.000Z", "_published": "2026-10-08T02:26:33.608Z", "_buildurl": "https://github.com/r-universe/rdazadda/actions/runs/37717205975", "_status": "success", "_host": "GitHub-Actions", "_jobs": [ { "job": 113117328855, "time": 233, "config": "linux-devel-x86_64", "r": "4.7.0", "check": "OK", "artifact": "11524387079" }, { "job": 113117328819, "time": 199, "config": "linux-release-x86_64", "r": "4.6.1", "check": "OK", "artifact": "11524780983" }, { "job": 113117328824, "time": 171, "config": "macos-oldrel-arm64", "r": "4.5.3", "check": "OK", "artifact": "11524273323" }, { "job": 113117328965, "time": 126, "config": "macos-release-arm64", "r": "4.6.1", "check": "OK", "artifact": "11524054073" }, { "job": 113116407903, "time": 205, "config": "source", "r": "4.6.1", "check": "OK", "artifact": "11523979055" }, { "job": 113117328939, "time": 91, "config": "wasm-release", "r": "4.6.0", "check": "OK", "artifact": "11524561381" }, { "job": 113117328896, "time": 166, "config": "windows-devel-x86_64", "r": "4.7.0", "check": "OK", "artifact": "11524726152" }, { "job": 113117328829, "time": 160, "config": "windows-oldrel-x86_64", "r": "4.5.3", "check": "OK", "artifact": "11524208605" }, { "job": 113117328910, "time": 142, "config": "windows-release-x86_64", "r": "4.6.1", "check": "OK", "artifact": "11524546407" } ], "_upstream": "https://github.com/rdazadda/bayesqm", "_commit": { "id": "d5e12472f95f5d441d7f6e1823139aee5332a272", "author": "rdazadda ", "committer": "rdazadda ", "message": "updates to JOSS paper and Description\n", "time": 1791412546 }, "_maintainer": { "name": "Raymond Dacosta Azadda", "email": "rdazadda@alaska.edu", "login": "rdazadda", "description": "", "uuid": 192318823, "orcid": "0009-0002-4384-4556" }, "_distro": "resolute", "_registered": true, "_dependencies": [ { "package": "R", "version": ">= 4.1.0", "role": "Depends" }, { "package": "stats", "role": "Imports" }, { "package": "utils", "role": "Imports" }, { "package": "tools", "role": "Imports" }, { "package": "clue", "role": "Imports" }, { "package": "posterior", "version": ">= 1.5.0", "role": "Imports" }, { "package": "loo", "version": ">= 2.7.0", "role": "Suggests" }, { "package": "readxl", "version": ">= 1.4.0", "role": "Suggests" }, { "package": "jsonlite", "version": ">= 1.8.0", "role": "Suggests" }, { "package": "ggplot2", "version": ">= 3.4.0", "role": "Suggests" }, { "package": "knitr", "version": ">= 1.40", "role": "Suggests" }, { "package": "rmarkdown", "version": ">= 2.20", "role": "Suggests" }, { "package": "testthat", "version": ">= 3.0.0", "role": "Suggests" } ], "_owner": "rdazadda", "_selfowned": true, "_usedby": 0, "_updates": [ { "week": "2026-17", "n": 32 }, { "week": "2026-18", "n": 4 }, { "week": "2026-19", "n": 13 }, { "week": "2026-20", "n": 7 }, { "week": "2026-21", "n": 10 }, { "week": "2026-24", "n": 1 }, { "week": "2026-26", "n": 3 }, { "week": "2026-33", "n": 3 }, { "week": "2026-34", "n": 8 }, { "week": "2026-35", "n": 1 }, { "week": "2026-40", "n": 2 }, { "week": "2026-41", "n": 1 } ], "_tags": [ { "name": "v0.2.0", "date": "2026-08-20" } ], "_stars": 0, "_contributors": [ { "user": "rdazadda", "count": 85, "uuid": 192318823 } ], "_userbio": { "uuid": 192318823, "type": "user", "name": "Raymond D. Azadda", "followers": 0 }, "_downloads": { "count": 346, "source": "https://cranlogs.r-pkg.org/downloads/total/last-month/bayesqm" }, "_devurl": "https://github.com/rdazadda/bayesqm", "_pkgdown": "https://rdazadda.github.io/bayesqm/", "_searchresults": 13, "_rbuild": "4.6.1", "_assets": [ "extra/bayesqm.html", "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/readme.html", "extra/readme.md" ], "_homeurl": "https://github.com/rdazadda/bayesqm", "_realowner": "rdazadda", "_cranurl": true, "_releases": [ { "version": "0.1.0", "date": "2026-06-17" }, { "version": "0.2.0", "date": "2026-08-20" } ], "_exports": [ "assess_classification", "assess_recovery", "bayesqm_colors", "bayesqm_set_colors", "caption_bayesqm", "check_distribution", "check_fit", "check_persons", "claims", "classify_membership", "compute_divergence", "compute_dominant_prob", "compute_dominant_sign", "compute_factor_array", "compute_flags", "compute_loadings", "compute_posterior_scalars", "compute_qdc", "compute_threshold_prob", "compute_zscores", "crib_sheet", "critical_delta", "delta_grid", "demo_fit", "demo_run", "discretize_to_grid", "extend", "factor_characteristics", "fit_bayesian", "fit_ladder", "flip_factor", "generate_data", "generate_loadings", "generate_noise", "get_distribution", "import.easyhtmlq", "import.htmlq", "import.kenq", "import.pqmethod", "infer_distribution", "loglik_person", "loo_ladder", "make_dominant_panel", "make_elpd_diff", "make_ppc_ridge", "matchalign", "parse_distribution", "plot_choice_k", "plot_contrasts", "plot_convergence", "plot_dist_cons", "plot_elpd", "plot_factor_array", "plot_flags", "plot_hyper", "plot_loading_posterior", "plot_membership", "plot_person_check", "plot_ppc", "plot_sorts", "plot_statement", "plot_tucker", "plot_zscore_posterior", "plot_zscores", "posterior_interval", "prior_summary", "procrustes_rotation", "qsort_data", "read_easyhtml_firebase", "read_kade_zip", "read_kenq", "read_kenq_excel", "read_pqmethod", "read_qsort", "read_qsort_csv", "read_qsort_excel", "read_statements", "rename_factors", "rotate_factors", "run_bayes", "save_bayesqm_plot", "select_k", "select_k_peak", "select_k_sivula", "suggest_delta", "tucker_congruence", "validate_qsort" ], "_datasets": [ { "name": "grizzly_sorts", "title": "Grizzly bear reintroduction Q sorts", "object": "grizzly_sorts", "class": [ "qsort_data" ], "fields": [], "table": false, "tojson": false }, { "name": "obesity_sorts", "title": "Childhood obesity Q sorts", "object": "obesity_sorts", "class": [ "qsort_data" ], "fields": [], "table": false, "tojson": false } ], "_help": [ { "page": "assess_recovery", "title": "Simulation-study assessment helpers", "topics": [ "assess_classification", "assess_recovery" ] }, { "page": "bayesqm-colors", "title": "Get or set the bayesqm colour scheme", "topics": [ "bayesqm-colors", "bayesqm_colors", "bayesqm_set_colors" ] }, { "page": "caption_bayesqm", "title": "Caption text for figures from a fit", "topics": [ "caption_bayesqm" ] }, { "page": "check_fit", "title": "Posterior-predictive checks of the fitted model", "topics": [ "check_fit" ] }, { "page": "check_persons", "title": "The person check against mixed-replication bands", "topics": [ "check_persons" ] }, { "page": "claims", "title": "Selected claims at a common false-discovery level", "topics": [ "claims" ] }, { "page": "coef.bayesqm_fit", "title": "Posterior-mean bounded loadings", "topics": [ "coef.bayesqm_fit" ] }, { "page": "compute_factor_array", "title": "Quota-respecting factor arrays", "topics": [ "compute_factor_array" ] }, { "page": "compute_flags", "title": "Flag probabilities with an explicit unclassified state", "topics": [ "compute_flags" ] }, { "page": "compute_loadings", "title": "Bounded participant loadings with credible intervals", "topics": [ "compute_loadings" ] }, { "page": "compute_qdc", "title": "Distinguishing and consensus verdicts", "topics": [ "compute_qdc" ] }, { "page": "compute_zscores", "title": "Statement scores with credible intervals", "topics": [ "compute_zscores" ] }, { "page": "crib_sheet", "title": "Extreme-placement probabilities per statement and factor", "topics": [ "crib_sheet" ] }, { "page": "delta_grid", "title": "Grid width on the z scale", "topics": [ "delta_grid" ] }, { "page": "demo_fit", "title": "A small demonstration fit", "topics": [ "demo_fit" ] }, { "page": "extend", "title": "Continue sampling a fitted chain", "topics": [ "extend" ] }, { "page": "factor_characteristics", "title": "Factor characteristics", "topics": [ "factor_characteristics" ] }, { "page": "fit_bayesian", "title": "Fit the exact partition-likelihood model to forced Q sorts", "topics": [ "fit_bayesian" ] }, { "page": "fit_ladder", "title": "Fit the model over a ladder of K", "topics": [ "fit_ladder" ] }, { "page": "fitted.bayesqm_fit", "title": "Posterior-mean reconstruction on the utility scale", "topics": [ "fitted.bayesqm_fit" ] }, { "page": "flip_factor", "title": "Flip the pole of one factor", "topics": [ "flip_factor" ] }, { "page": "generate_data", "title": "Simulate Q-sort data", "topics": [ "discretize_to_grid", "generate_data", "generate_loadings", "generate_noise", "get_distribution" ] }, { "page": "grizzly_sorts", "title": "Grizzly bear reintroduction Q sorts", "topics": [ "grizzly_sorts" ] }, { "page": "import-aliases", "title": "qmethod-style import aliases", "topics": [ "import-aliases", "import.easyhtmlq", "import.htmlq", "import.kenq", "import.pqmethod" ] }, { "page": "loglik_person", "title": "Person-level partition log-likelihoods", "topics": [ "loglik_person" ] }, { "page": "loo_ladder", "title": "PSIS-LOO across the ladder, as directional corroboration", "topics": [ "loo_ladder" ] }, { "page": "matchalign", "title": "MatchAlign post-processing for partition-model draws", "topics": [ "matchalign" ] }, { "page": "obesity_sorts", "title": "Childhood obesity Q sorts", "topics": [ "obesity_sorts" ] }, { "page": "plot_choice_k", "title": "The two-signal choice-of-K display", "topics": [ "plot_choice_k" ] }, { "page": "plot_contrasts", "title": "Statement contrasts between two factors", "topics": [ "plot_contrasts", "plot_dist_cons" ] }, { "page": "plot_factor_array", "title": "The factor array on its grid", "topics": [ "plot_factor_array" ] }, { "page": "plot_loading_posterior", "title": "Bounded loadings with credible intervals", "topics": [ "plot.bayesqm_fit", "plot_loading_posterior" ] }, { "page": "plot_flags", "title": "Flag probabilities with the unclassified state", "topics": [ "plot_flags", "plot_membership" ] }, { "page": "plot_person_check", "title": "The person check against the mixed bands", "topics": [ "plot_person_check" ] }, { "page": "plot_ppc", "title": "Posterior-predictive check display", "topics": [ "plot_ppc" ] }, { "page": "plot_sorts", "title": "Preview every participant's sort", "topics": [ "plot_sorts" ] }, { "page": "plot_statement", "title": "One statement, in depth", "topics": [ "plot_statement", "plot_zscore_posterior" ] }, { "page": "plot_convergence", "title": "Convergence and alignment view", "topics": [ "plot_convergence", "plot_tucker" ] }, { "page": "plot_zscores", "title": "Statement scores across factors, whole panel", "topics": [ "plot_zscores" ] }, { "page": "posterior_interval", "title": "Posterior interval generic", "topics": [ "posterior_interval" ] }, { "page": "posterior_interval.bayesqm_fit", "title": "Credible intervals for bayesqm_fit parameters", "topics": [ "posterior_interval.bayesqm_fit" ] }, { "page": "prior_summary", "title": "Prior summary generic", "topics": [ "prior_summary" ] }, { "page": "prior_summary.bayesqm_fit", "title": "Prior summary for a bayesqm_fit", "topics": [ "prior_summary.bayesqm_fit" ] }, { "page": "qsort_data", "title": "Construct a validated qsort_data object", "topics": [ "check_distribution", "infer_distribution", "parse_distribution", "qsort_data", "validate_qsort" ] }, { "page": "qsort_data-methods", "title": "Print, summary, and matrix conversion for qsort_data", "topics": [ "as.matrix.qsort_data", "print.qsort_data", "qsort_data-methods", "summary.qsort_data" ] }, { "page": "read_qsort", "title": "Read Q-sort data from file", "topics": [ "read_easyhtml_firebase", "read_kade_zip", "read_kenq", "read_kenq_excel", "read_pqmethod", "read_qsort", "read_qsort_csv", "read_qsort_excel", "read_statements" ] }, { "page": "rename_factors", "title": "Rename the factors", "topics": [ "rename_factors" ] }, { "page": "rotate_factors", "title": "Rotate every aligned draw toward a target", "topics": [ "rotate_factors" ] }, { "page": "save_bayesqm_plot", "title": "Save a bayesqm plot to file", "topics": [ "save_bayesqm_plot" ] }, { "page": "select_k", "title": "Choose K by the two-signal rule", "topics": [ "select_k" ] }, { "page": "sigma.bayesqm_fit", "title": "Posterior-mean loading scales", "topics": [ "sigma.bayesqm_fit" ] }, { "page": "tucker_congruence", "title": "Tucker's congruence and orthogonal Procrustes rotation", "topics": [ "procrustes_rotation", "tucker_congruence" ] } ], "_pkglogo": "https://github.com/rdazadda/bayesqm/raw/HEAD/man/figures/logo.png", "_readme": "https://github.com/rdazadda/bayesqm/raw/HEAD/README.md", "_rundeps": [ "abind", "backports", "checkmate", "cli", "clue", "cluster", "distributional", "generics", "glue", "lifecycle", "magrittr", "matrixStats", "numDeriv", "pillar", "pkgconfig", "posterior", "rlang", "tensorA", "tibble", "utf8", "vctrs" ], "_vignettes": [ { "source": "bayesqm-intro.Rmd", "filename": "bayesqm-intro.html", "title": "Getting started with bayesqm", "engine": "knitr::rmarkdown", "headings": [ "The sorts", "The fit", "Who holds each viewpoint", "What each viewpoint says", "Where they differ and where they agree", "What gets reported", "The per-factor block", "Checking the model", "How many viewpoints", "Coming from PQMethod or qmethod", "Reproducibility", "Where next", "References" ], "created": "2026-04-20 22:33:02", "modified": "2026-08-13 07:26:57", "commits": 15 }, { "source": "output-codebook.Rmd", "filename": "output-codebook.html", "title": "Output codebook", "engine": "knitr::rmarkdown", "headings": [ "compute_loadings()", "compute_flags()", "compute_zscores()", "compute_factor_array()", "compute_qdc()", "factor_characteristics()", "claims()", "check_fit() and check_persons()", "crib_sheet()", "select_k()" ], "created": "2026-08-13 08:49:24", "modified": "2026-08-13 08:49:24", "commits": 1 } ], "_score": 5.193124598354462, "_indexed": true, "_nocasepkg": "bayesqm", "_universes": [ "rdazadda" ], "_binaries": [ { "r": "4.7.0", "os": "linux", "version": "0.2.0", "date": "2026-10-08T02:24:26.000Z", "distro": "resolute", "commit": "d5e12472f95f5d441d7f6e1823139aee5332a272", "fileid": "https://r2.ropensci.org/58423fb1367f16cbc0d4c22f73f146746225bda7083b359c6cd0ef873576eb86", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/rdazadda/actions/runs/37717205975" }, { "r": "4.6.1", "os": "linux", "version": "0.2.0", "date": "2026-10-08T02:24:23.000Z", "distro": "resolute", "commit": "d5e12472f95f5d441d7f6e1823139aee5332a272", "fileid": "https://r2.ropensci.org/2e8e700703e4bff381e706b745c9ab64eebe73260e183039ad56b9a577b5c8ab", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/rdazadda/actions/runs/37717205975" }, { "r": "4.5.3", "os": "mac", "version": "0.2.0", "date": "2026-10-08T02:23:50.000Z", "commit": "d5e12472f95f5d441d7f6e1823139aee5332a272", "fileid": "https://r2.ropensci.org/e103323d5ffa5fe1023fe2491e25a92e1220142a8569bdef89529e09ac8948e6", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/rdazadda/actions/runs/37717205975" }, { "r": "4.6.1", "os": "mac", "version": "0.2.0", "date": "2026-10-08T02:23:20.000Z", "commit": "d5e12472f95f5d441d7f6e1823139aee5332a272", "fileid": "https://r2.ropensci.org/6b7447d13a4e56cb84095a8d7429381847f599d191345df50e9d6d1c599af12a", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/rdazadda/actions/runs/37717205975" }, { "r": "4.6.0", "os": "wasm", "version": "0.2.0", "date": "2026-10-08T02:23:38.000Z", "commit": "d5e12472f95f5d441d7f6e1823139aee5332a272", "fileid": "https://r2.ropensci.org/0bc2da5cdd1353aba46ab41fc252f993e10883d91f582834904b18224649fe00", "status": "success", "buildurl": "https://github.com/r-universe/rdazadda/actions/runs/37717205975" }, { "r": "4.7.0", "os": "win", "version": "0.2.0", "date": "2026-10-08T02:22:55.000Z", "commit": "d5e12472f95f5d441d7f6e1823139aee5332a272", "fileid": "https://r2.ropensci.org/c172ce82c6efd42bcd360a44e3e519fd6079a5e30a6c3a98fe2482377d443933", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/rdazadda/actions/runs/37717205975" }, { "r": "4.5.3", "os": "win", "version": "0.2.0", "date": "2026-10-08T02:22:58.000Z", "commit": "d5e12472f95f5d441d7f6e1823139aee5332a272", "fileid": "https://r2.ropensci.org/962d8293c341910ca0eb3aeac3274a21baa516781b9a677ea8b4f15d794fb1d1", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/rdazadda/actions/runs/37717205975" }, { "r": "4.6.1", "os": "win", "version": "0.2.0", "date": "2026-10-08T02:23:18.000Z", "commit": "d5e12472f95f5d441d7f6e1823139aee5332a272", "fileid": "https://r2.ropensci.org/f4dae8c5a5567b9cf374c92bbffabb225c2e445da6dcc572823a6c823c079aa0", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/rdazadda/actions/runs/37717205975" } ] }