{ "_id": "6a43cda076e37348cb4908e5", "Package": "seminrExtras", "Type": "Package", "Title": "Conduct Additional Modeling and Analysis for 'seminr'", "Version": "1.0.2", "Date": "2026-06-30", "Authors@R": "c(person(\"Soumya\", \"Ray\", email = \"soumya.ray@gmail.com\", role = c(\"aut\", \"ths\")),\nperson(\"Nicholas Patrick\", \"Danks\", email = \"nicholasdanks@hotmail.com\", role = c(\"aut\",\"cre\"))\n)", "Description": "Supplementary tools for evaluating and validating partial\nleast squares structural equation models estimated with\n'seminr'. Provides methods for predictive model assessment,\nimportance-performance analysis with necessary condition\ntesting, overfitting diagnostics, measurement model\nverification, mediator contribution analysis, unobserved\nheterogeneity detection via latent class and\nprediction-oriented segmentation, and congruence coefficient\ntesting. All functions accept estimated 'seminr' model objects\nand return results with print, summary, and plot methods.", "License": "GPL-3", "Encoding": "UTF-8", "Config/testthat/edition": "3", "URL": "https://github.com/sem-in-r/seminrExtras", "BugReports": "https://github.com/sem-in-r/seminrExtras/issues", "RoxygenNote": "7.3.2", "VignetteBuilder": "knitr", "Config/pak/sysreqs": "cmake libglpk-dev make libicu-dev libuv1-dev\nlibxml2-dev libssl-dev libnode-dev libx11-dev", "Repository": "https://sem-in-r.r-universe.dev", "Date/Publication": "2026-06-30 09:58:28 UTC", "RemoteUrl": "https://github.com/sem-in-r/seminrextras", "RemoteRef": "HEAD", "RemoteSha": "22ed7d33cb77f56c0d08cae72cd4b2604733378c", "NeedsCompilation": "no", "Packaged": { "Date": "2026-06-30 13:58:25 UTC", "User": "root" }, "Author": "Soumya Ray [aut, ths],\nNicholas Patrick Danks [aut, cre]", "Maintainer": "Nicholas Patrick Danks ", "MD5sum": "5bd68bf8b5d1e5bdcbd6a2a12c390780", "_user": "sem-in-r", "_type": "src", "_file": "seminrExtras_1.0.2.tar.gz", "_fileid": "f20694429c050323849748bf1f5335fa5ac616a9684c8fc886a4ed66250aa88e", "_filesize": 1246436, "_sha256": "f20694429c050323849748bf1f5335fa5ac616a9684c8fc886a4ed66250aa88e", "_created": "2026-06-30T13:58:25.000Z", "_published": "2026-06-30T14:07:28.459Z", "_distro": "resolute", "_jobs": [ { "job": 84309318373, "time": 449, "config": "linux-devel-x86_64", "r": "4.7.0", "check": "OK", "artifact": "7983060203" }, { "job": 84309318294, "time": 427, "config": "linux-release-x86_64", "r": "4.6.1", "check": "OK", "artifact": "7983050605" }, { "job": 84309318298, "time": 357, "config": "macos-oldrel-arm64", "r": "4.5.3", "check": "OK", "artifact": "7983000012" }, { "job": 84309318273, "time": 417, "config": "macos-release-arm64", "r": "4.6.1", "check": "OK", "artifact": "7983031168" }, { "job": 84308039070, "time": 326, "config": "source", "r": "4.6.1", "check": "OK", "artifact": "7982841678" }, { "job": 84309318231, "time": 158, "config": "wasm-release", "r": "4.6.0", "check": "OK", "artifact": "7982920308" }, { "job": 84309318317, "time": 458, "config": "windows-devel", "r": "4.7.0", "check": "OK", "artifact": "7983064569" }, { "job": 84309318285, "time": 503, "config": "windows-oldrel", "r": "4.5.3", "check": "OK", "artifact": "7983085686" }, { "job": 84309318288, "time": 460, "config": "windows-release", "r": "4.6.1", "check": "OK", "artifact": "7983065590" } ], "_buildurl": "https://github.com/r-universe/sem-in-r/actions/runs/28449606239", "_status": "success", "_host": "GitHub-Actions", "_upstream": "https://github.com/sem-in-r/seminrextras", "_commit": { "id": "22ed7d33cb77f56c0d08cae72cd4b2604733378c", "author": "Nicholas Danks ", "committer": "Nicholas Danks ", "message": "fix(congruence): label each coefficient with the correct construct pair\n\ncongruence_test() generated coefficients in combn() (row-major) order but\nwrote them into the results matrix via upper.tri() (column-major) order.\nThe orderings diverge for models with >=4 constructs, mislabelling\nnon-adjacent pairs: COMP<>CUSL and LIKE<>CUSA were swapped in the simple\ncorporate-reputation model, and 10 of 15 pairs were mislabelled in the\nsix-construct example. Coefficient values were correct; only the pair\nlabels (and their attached bootstrap SD/t/CI) were wrong.\n\nFix both the bootstrap loop and the original-estimate block to assign by\nconstruct name. Add a regression test asserting pair-label correctness\nagainst an independent name-indexed reference. Bump to 1.0.2.\n", "time": 1782813508 }, "_maintainer": { "name": "Nicholas Patrick Danks", "email": "nicholasdanks@hotmail.com", "login": "nicholasdanks", "description": "", "uuid": 17057395 }, "_registered": true, "_dependencies": [ { "package": "seminr", "version": ">= 2.4.0", "role": "Imports" }, { "package": "stats", "role": "Imports" }, { "package": "graphics", "role": "Imports" }, { "package": "grDevices", "role": "Imports" }, { "package": "utils", "role": "Imports" }, { "package": "rpart", "role": "Imports" }, { "package": "testthat", "version": ">= 3.0.0", "role": "Suggests" }, { "package": "knitr", "role": "Suggests" }, { "package": "rmarkdown", "role": "Suggests" }, { "package": "MASS", "role": "Suggests" }, { "package": "paran", "role": "Suggests" }, { "package": "psych", "role": "Suggests" }, { "package": "learnr", "role": "Suggests" } ], "_owner": "sem-in-r", "_selfowned": true, "_usedby": 0, "_updates": [ { "week": "2025-29", "n": 1 }, { "week": "2025-31", "n": 1 }, { "week": "2026-17", "n": 2 }, { "week": "2026-21", "n": 1 }, { "week": "2026-27", "n": 1 } ], "_tags": [], "_stars": 0, "_contributors": [ { "user": "nicholasdanks", "count": 13, "uuid": 17057395 }, { "user": "soumyaray", "count": 2, "uuid": 1926704 } ], "_userbio": { "uuid": 30712839, "type": "organization", "name": "SEM-in-R", "followers": 13 }, "_downloads": { "count": 482, "source": "https://cranlogs.r-pkg.org/downloads/total/last-month/seminrExtras" }, "_devurl": "https://github.com/sem-in-r/seminrextras", "_searchresults": 42, "_rbuild": "4.6.1", "_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/seminrExtras.html", "manual.pdf" ], "_homeurl": "https://github.com/sem-in-r/seminrextras", "_realowner": "sem-in-r", "_cranurl": true, "_releases": [ { "version": "0.1.0", "date": "2025-07-22" }, { "version": "0.2.0", "date": "2025-09-03" }, { "version": "0.9.0", "date": "2026-01-29" }, { "version": "1.0.0", "date": "2026-04-29" }, { "version": "1.0.1", "date": "2026-05-21" } ], "_exports": [ "assess_cipma", "assess_coa", "assess_cta", "assess_cvpat", "assess_cvpat_compare", "assess_fimix", "assess_fimix_compare", "assess_ipma", "assess_nca", "assess_nca_esse", "assess_pcm", "assess_pos", "assess_pos_compare", "competes", "congruence_test", "deviance_tree", "group_rules", "pos_segments", "predictive_deviance", "unstable_params" ], "_help": [ { "page": "assess_cipma", "title": "Combined Importance-Performance Map Analysis (cIPMA) for PLS-SEM", "topics": [ "assess_cipma" ] }, { "page": "assess_coa", "title": "Composite Overfit Analysis (COA)", "topics": [ "assess_coa" ] }, { "page": "assess_cta", "title": "Confirmatory Tetrad Analysis for PLS-SEM (CTA-PLS)", "topics": [ "assess_cta" ] }, { "page": "assess_cvpat", "title": "Assess single model CVPAT against benchmarks", "topics": [ "assess_cvpat" ] }, { "page": "assess_cvpat_compare", "title": "Compare CVPAT loss between two PLS models", "topics": [ "assess_cvpat_compare" ] }, { "page": "assess_fimix", "title": "FIMIX-PLS Analysis for PLS-SEM", "topics": [ "assess_fimix" ] }, { "page": "assess_fimix_compare", "title": "Compare FIMIX-PLS Solutions Across Multiple K Values", "topics": [ "assess_fimix_compare" ] }, { "page": "assess_ipma", "title": "Importance-Performance Map Analysis (IPMA) for PLS-SEM", "topics": [ "assess_ipma" ] }, { "page": "assess_nca", "title": "Necessary Condition Analysis (NCA) for PLS-SEM Models", "topics": [ "assess_nca" ] }, { "page": "assess_nca_esse", "title": "NCA with Effect Size Sensitivity Extension (NCA-ESSE)", "topics": [ "assess_nca_esse" ] }, { "page": "assess_pcm", "title": "Predictive Contribution of the Mediator (PCM)", "topics": [ "assess_pcm" ] }, { "page": "assess_pos", "title": "PLS-POS: Prediction-Oriented Segmentation", "topics": [ "assess_pos" ] }, { "page": "assess_pos_compare", "title": "Compare PLS-POS Solutions Across K Values", "topics": [ "assess_pos_compare" ] }, { "page": "competes", "title": "Report Competing Split Criteria", "topics": [ "competes" ] }, { "page": "congruence_test", "title": "Bootstrap congruence coefficient test", "topics": [ "congruence_test" ] }, { "page": "deviance_tree", "title": "Build Deviance Tree", "topics": [ "deviance_tree" ] }, { "page": "group_rules", "title": "Extract Split Rules for Deviant Groups", "topics": [ "group_rules" ] }, { "page": "plot.cipma_analysis", "title": "Plot cIPMA Results", "topics": [ "plot.cipma_analysis" ] }, { "page": "plot.coa_analysis", "title": "Plot COA Results", "topics": [ "plot.coa_analysis" ] }, { "page": "plot.fimix_analysis", "title": "Plot FIMIX-PLS Results", "topics": [ "plot.fimix_analysis" ] }, { "page": "plot.fimix_comparison", "title": "Plot FIMIX-PLS Comparison", "topics": [ "plot.fimix_comparison" ] }, { "page": "plot.nca_analysis", "title": "Plot NCA Results", "topics": [ "plot.nca_analysis" ] }, { "page": "plot.nca_esse", "title": "Plot NCA-ESSE Results", "topics": [ "plot.nca_esse" ] }, { "page": "plot.pcm_analysis", "title": "Plot PCM Results", "topics": [ "plot.pcm_analysis" ] }, { "page": "pos_segments", "title": "Extract Segment-Specific PLS Models from PLS-POS Results", "topics": [ "pos_segments" ] }, { "page": "predictive_deviance", "title": "Compute Predictive Deviance", "topics": [ "predictive_deviance" ] }, { "page": "unstable_params", "title": "Assess Parameter Instability", "topics": [ "unstable_params" ] } ], "_readme": "https://github.com/sem-in-r/seminrextras/raw/HEAD/README.md", "_rundeps": [ "base64enc", "bit", "bit64", "bslib", "cachem", "cli", "clipr", "cpp11", "crayon", "curl", "DiagrammeR", "DiagrammeRsvg", "digest", "dplyr", "evaluate", "farver", "fastmap", "fontawesome", "fs", "generics", "glue", "highr", "hms", "htmltools", "htmlwidgets", "igraph", "jquerylib", "jsonlite", "knitr", "labeling", "lattice", "lavaan", "lifecycle", "magrittr", "MASS", "Matrix", "memoise", "mime", "mnormt", "numDeriv", "pbivnorm", "pillar", "pkgconfig", "prettyunits", "progress", "purrr", "quadprog", "R6", "rappdirs", "RColorBrewer", "Rcpp", "readr", "rlang", "rmarkdown", "rpart", "rstudioapi", "sass", "scales", "seminr", "stringi", "stringr", "tibble", "tidyr", "tidyselect", "tinytex", "tzdb", "utf8", "V8", "vctrs", "viridisLite", "visNetwork", "vroom", "withr", "xfun", "yaml" ], "_vignettes": [ { "source": "SEMinRExtras.Rmd", "filename": "SEMinRExtras.html", "title": "seminrExtras", "author": "Nicholas .P. Danks and Soumya Ray", "engine": "knitr::rmarkdown", "headings": [ "Functions", "The demo files for Hair et al. (2026)", "The Example model: Corporate Reputation", "Example", "First, conduct CVPAT analysis of the established model.", "Combined Importance-Performance Map Analysis (cIPMA)", "Necessary Condition Analysis (NCA)", "NCA-ESSE: Effect Size Sensitivity Extension", "Composite Overfit Analysis (COA)", "Confirmatory Tetrad Analysis (CTA-PLS)", "Unobserved Heterogeneity (FIMIX-PLS and PLS-POS)", "FIMIX-PLS (Finite Mixture PLS)", "PLS-POS (Prediction-Oriented Segmentation)", "Predictive Contribution of the Mediator (PCM)", "Congruence Testing", "References" ], "created": "2025-07-28 14:46:19", "modified": "2026-04-20 12:08:00", "commits": 2 } ], "_score": 5.021189299069938, "_indexed": true, "_nocasepkg": "seminrextras", "_universes": [ "sem-in-r", "nicholasdanks" ], "_previous": "1.0.1", "_binaries": [ { "r": "4.7.0", "os": "linux", "version": "1.0.2", "date": "2026-06-30T14:01:01.000Z", "distro": "resolute", "commit": "22ed7d33cb77f56c0d08cae72cd4b2604733378c", "fileid": "789b9aeeb051951e994f79b3dd09d5b89ac260e5243c4ec6ad3ab67e47bf2d61", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/sem-in-r/actions/runs/28449606239" }, { "r": "4.6.1", "os": "linux", "version": "1.0.2", "date": "2026-06-30T14:00:58.000Z", "distro": "resolute", "commit": "22ed7d33cb77f56c0d08cae72cd4b2604733378c", "fileid": "491ed0e274f926a0fcbcbad3d83eb00fb1b86c215b302eeb82d6e5be3264132c", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/sem-in-r/actions/runs/28449606239" }, { "r": "4.5.3", "os": "mac", "version": "1.0.2", "date": "2026-06-30T14:00:56.000Z", "commit": "22ed7d33cb77f56c0d08cae72cd4b2604733378c", "fileid": "70419d143b0aa442d92631884db2a03d0eb0c1d5705060778290dbccb0e33fef", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/sem-in-r/actions/runs/28449606239" }, { "r": "4.6.1", "os": "mac", "version": "1.0.2", "date": "2026-06-30T14:01:04.000Z", "commit": "22ed7d33cb77f56c0d08cae72cd4b2604733378c", "fileid": "2d19a76d3990a963e8e840e4b902b6fdc8186925173dbdb6e3884cea585b3cb5", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/sem-in-r/actions/runs/28449606239" }, { "r": "4.6.0", "os": "wasm", "version": "1.0.2", "date": "2026-06-30T14:01:25.000Z", "commit": "22ed7d33cb77f56c0d08cae72cd4b2604733378c", "fileid": "419866a780e697984c5c2e568d5fd4fca4c4045b0eb538ca0d4d1849a0fa478d", "status": "success", "buildurl": "https://github.com/r-universe/sem-in-r/actions/runs/28449606239" }, { "r": "4.7.0", "os": "win", "version": "1.0.2", "date": "2026-06-30T13:59:49.000Z", "commit": "22ed7d33cb77f56c0d08cae72cd4b2604733378c", "fileid": "be6eb7d3b42cc349aff4fbee9b4af0e853c76eb4e6f3da9b2b4a3fcc12d8891b", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/sem-in-r/actions/runs/28449606239" }, { "r": "4.5.3", "os": "win", "version": "1.0.2", "date": "2026-06-30T13:59:57.000Z", "commit": "22ed7d33cb77f56c0d08cae72cd4b2604733378c", "fileid": "e869148d3ad78fd8b401989b6aacce1df2021097144198a4322d7445ea6e7bc1", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/sem-in-r/actions/runs/28449606239" }, { "r": "4.6.1", "os": "win", "version": "1.0.2", "date": "2026-06-30T13:59:53.000Z", "commit": "22ed7d33cb77f56c0d08cae72cd4b2604733378c", "fileid": "f95d1a6f50b03a8c99ae96c49f641a7e3f627e9b1584f974ccc2e3069ce94f9f", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/sem-in-r/actions/runs/28449606239" } ] }