Package: mfrmr 0.2.2

Ryuya Komuro

mfrmr: Estimation and Diagnostics for Many-Facet Measurement Models

Native R implementation of many-facet ordered-response measurement models with arbitrary facet counts, rating-scale and partial-credit parameterizations, a bounded generalized partial-credit extension, and both marginal and joint maximum likelihood estimation. The package provides a fit / diagnose / report pipeline covering anchoring, linking, bias and differential-functioning screening, and publication-oriented reporting summaries, with reproducibility manifests for replay. See 'Andrich' (1978) <doi:10.1007/BF02293814>, 'Masters' (1982) <doi:10.1007/BF02296272>, and 'Muraki' (1992) <doi:10.1177/014662169201600206> for the underlying ordered-response models.

Authors:Ryuya Komuro [aut, cre, cph]

mfrmr_0.2.2.tar.gz
mfrmr_0.2.2.zip(r-4.7)mfrmr_0.2.2.zip(r-4.6)mfrmr_0.2.2.zip(r-4.5)
mfrmr_0.2.2.tgz(r-4.6-x86_64)mfrmr_0.2.2.tgz(r-4.6-arm64)mfrmr_0.2.2.tgz(r-4.5-x86_64)mfrmr_0.2.2.tgz(r-4.5-arm64)
mfrmr_0.2.2.tar.gz(r-4.7-arm64)mfrmr_0.2.2.tar.gz(r-4.7-x86_64)mfrmr_0.2.2.tar.gz(r-4.6-arm64)mfrmr_0.2.2.tar.gz(r-4.6-x86_64)
mfrmr_0.2.2.tgz(r-4.6-emscripten)
manual.pdf |manual.html✨
DESCRIPTION |NEWS
card.svg |card.png
mfrmr/json (API)

# Install 'mfrmr' in R:
install.packages('mfrmr', repos = c('https://ryuya-dot-com.r-universe.dev', 'https://cloud.r-project.org'))

Bug tracker:https://github.com/ryuya-dot-com/mfrmr/issues

Pkgdown/docs site:https://ryuya-dot-com.github.io

Uses libs:
  • c++– GNU Standard C++ Library v3
Datasets:

On CRAN:

Conda:

cpp

5.40 score 12 scripts 710 downloads 165 exports 25 dependencies

Last updated from:935f195e34. Checks:13 OK. Indexed: yes.

TargetResultTimeFilesSyslog
linux-devel-arm64OK296
linux-devel-x86_64OK386
source / vignettesOK368
linux-release-arm64OK344
linux-release-x86_64OK341
macos-release-arm64OK230
macos-release-x86_64OK359
macos-oldrel-arm64OK174
macos-oldrel-x86_64OK518
windows-develOK288
windows-releaseOK288
windows-oldrelOK318
wasm-releaseOK180

Exports:analyze_dffanalyze_difanalyze_facet_equivalenceanalyze_hierarchical_structureanalyze_residual_pcaanchor_reviewanchor_to_baselineapa_tableapply_empirical_bayes_shrinkageas_flextableas_kableassess_mfrm_recoverybias_count_tablebias_interaction_reportbias_iteration_reportbias_pairwise_reportbuild_apa_outputsbuild_conquest_overlap_bundlebuild_equating_chainbuild_fixed_reportsbuild_linking_reviewbuild_mfrm_manifestbuild_mfrm_network_reviewbuild_mfrm_replay_scriptbuild_mfrm_resampling_specbuild_mfrm_sim_specbuild_misfit_casebookbuild_model_choice_reviewbuild_peer_review_design_reviewbuild_peer_review_sim_specbuild_summary_table_bundlebuild_visual_summariesbuild_weighting_reviewcategory_curves_reportcategory_structure_reportcompare_mfrmcompatibility_alias_tablecompute_facet_design_effectcompute_facet_icccompute_informationcompute_person_fit_indicesdata_quality_reportdescribe_mfrm_datadetect_anchor_driftdetect_facet_nestingdiagnose_mfrmdif_interaction_tabledif_reportdisplacement_tabledraw_mfrm_resamplesestimate_all_biasestimate_biasestimation_iteration_reportevaluate_mfrm_designevaluate_mfrm_diagnostic_screeningevaluate_mfrm_recoveryevaluate_mfrm_signal_detectionexport_mfrmexport_mfrm_bundleexport_mfrm_resultsexport_summary_appendixextract_mfrm_sim_specfacet_quality_dashboardfacet_small_sample_reviewfacet_statistics_reportfacets_chisq_tablefacets_feature_coveragefacets_fit_df_guidefacets_fit_reviewfacets_output_contract_reviewfacets_output_file_bundlefacets_positioning_guidefair_average_tablefit_measures_tablefit_mfrmgpcm_capability_matrixgpcm_runtime_guard_coveragegpcm_score_side_contractimport_erm_fitimport_facets_fit_tableimport_mirt_fitimport_tam_fitinteraction_effect_tableinterrater_agreement_tablelaunch_mfrmr_viewerlist_mfrmr_dataload_mfrmr_datamake_anchor_tablemeasurable_summary_tablemfrm_d_studymfrm_generalizabilitymfrm_misfit_thresholdsmfrm_network_analysismfrm_reportmfrm_resultsmfrm_results_interactivemfrm_threshold_profilesmfrmr_interval_guidemfrmr_output_guidemfrmRFacetsnormalize_conquest_overlap_filesnormalize_conquest_overlap_tablesplot_anchor_driftplot_apa_figure_oneplot_bias_interactionplot_bubbleplot_dataplot_data_componentsplot_dif_heatmapplot_dif_summaryplot_displacementplot_facet_equivalenceplot_facet_quality_dashboardplot_facets_chisqplot_fair_averageplot_guttman_scalogramplot_informationplot_interrater_agreementplot_local_dependence_heatmapplot_marginal_fitplot_marginal_pairwiseplot_person_fitplot_qc_dashboardplot_qc_pipelineplot_rater_agreement_heatmapplot_rater_severity_profileplot_rater_trajectoryplot_reliability_snapshotplot_residual_matrixplot_residual_pcaplot_residual_qqplot_response_time_reviewplot_shrinkage_funnelplot_threshold_ladderplot_unexpectedplot_wright_unifiedprecision_reviewprecision_review_reportpredict_mfrm_populationpredict_mfrm_unitsq3_statisticrater_halo_network_analysisrater_network_analysisrating_scale_tableread_facets_fit_tablerecode_missing_codesrecommend_mfrm_designreference_case_benchmarkreference_case_reviewreporting_checklistresponse_time_reviewreview_conquest_overlapreview_mfrm_anchorsrun_mfrm_facetsrun_qc_pipelinesample_mfrm_plausible_valuesshrinkage_reportsimulate_mfrm_dataspecifications_reportsubset_connectivity_reportunexpected_after_bias_tableunexpected_response_tablevisual_reporting_templatewrite_mfrm_residual_filewrite_mfrm_subset_file

Dependencies:clicpp11dplyrgenericsglueGPArotationlatticelifecyclemagrittrmnormtnlmepillarpkgconfigpsychpurrrR6rlangstringistringrtibbletidyrtidyselectutf8vctrswithr

mfrmr Workflow
MML and Diagnostic Modes | Load Data | Minimal Runnable Example | Diagnostics and Reporting | Fit and Diagnose with Full Data | Strict Diagnostics for RSM and PCM | Residual PCA and Reporting | Human-Readable Reporting API | Design Simulation and Prediction
Rendered frommfrmr-workflow.Rmdusingknitr::rmarkdown

Last update: 2026-06-25
Started: 2026-05-03

mfrmr Reporting and APA
Minimal setup | 1. Start with the revision guide | 2. Check the precision layer before strong claims | 3. Build structured manuscript outputs | Publication-readiness boundary | 4. Build tables from the same contract | 5. Add figure-ready visual data | 6. Reporting route when interaction screening matters | 7. Keep model comparison as a reporting review | 8. Report latent regression as a population-model branch | Recommended sequence | Related help
Rendered frommfrmr-reporting-and-apa.Rmdusingknitr::rmarkdown

Last update: 2026-06-20
Started: 2026-05-03

mfrmr Visual Diagnostics
Minimal setup | 1. Targeting and scale structure | 2. Local response and level issues | Strict marginal follow-up | 3. Linking and coverage | 4. Residual structure and interaction screens | 5. Custom figures without losing the evidence boundary | 6. Secondary visual layer | Response-time QC context | Small-N shrinkage with uncertainty | Recommended sequence | Related help
Rendered frommfrmr-visual-diagnostics.Rmdusingknitr::rmarkdown

Last update: 2026-06-20
Started: 2026-05-03

GPCM scope and current limitations
Before fitting: model-choice triage | Report wording templates | Checking the support boundary | Source-grounded recovery interpretation | What works today | What works with caveats | What is intentionally restricted | Recommended substitutes | A worked example | Roadmap
Rendered frommfrmr-gpcm-scope.Rmdusingknitr::rmarkdown

Last update: 2026-06-12
Started: 2026-05-03

mfrmr Linking and DFF
Minimal setup | 1. Check connectedness first | 2. Export anchor candidates | 3. Residual DFF as a screening layer | 4. Refit DFF when subgroup comparisons are defensible | 5. Cell-level follow-up | 6. Model-estimated facet interactions | 7. Multi-wave anchor review | Recommended sequence | Related help
Rendered frommfrmr-linking-and-dff.Rmdusingknitr::rmarkdown

Last update: 2026-06-12
Started: 2026-05-03

Migrating from Facets to mfrmr
Mental model | A one-shot legacy-compatible call | Translating the specification file | Facets and labels | Anchoring | Bias and interaction | Wright map / variable map | Fit df and ZSTD review | Group anchoring and DFF | Reviewing output contracts and fit tables | Producing Facets-style output files | Recommended next steps
Rendered frommfrmr-facets-migration.Rmdusingknitr::rmarkdown

Last update: 2026-06-12
Started: 2026-05-03

MML estimation and marginal-fit diagnostics
Why the MML calculations are shared | Mathematical Core | Current MML scope | Strict Marginal Diagnostic Target | Diagnostic Basis In The Package | Literature Positioning | Interpretation Boundaries | Assumption: independent-Bernoulli variance for grouped counts | Validation Scope In The Current Release | Why GPCM Is The Current Upper Scope | Equal weighting as a model-choice principle | Practical Reading Order | Future extensions | Recommended Expert Reading Of Package Output | Key References
Rendered frommfrmr-mml-and-marginal-fit.Rmdusingknitr::rmarkdown

Last update: 2026-06-12
Started: 2026-05-03

Readme and manuals

Help Manual

Help pageTopics
mfrmr: Many-Facet Ordered-Response Modeling in Rmfrmr-package mfrmr
Differential facet functioning analysisanalyze_dff analyze_dif
Analyze practical equivalence within a facetanalyze_facet_equivalence
Analyze the hierarchical structure of a rating designanalyze_hierarchical_structure
Run exploratory residual PCA summariesanalyze_residual_pca
Fit new data anchored to a baseline calibrationanchor_to_baseline print.mfrm_anchored_fit print.summary.mfrm_anchored_fit summary.mfrm_anchored_fit
Build APA-style table output using base R structuresapa_table
Apply empirical-Bayes shrinkage to fitted non-person facet estimatesapply_empirical_bayes_shrinkage
Generic for converting objects to a 'flextable'as_flextable
Convert an 'apa_table' to a 'flextable'as_flextable.apa_table
Generic for converting objects to a 'knitr::kable'as_kable
Convert an 'apa_table' to a 'knitr::kable()' objectas_kable.apa_table
Convert mfrm_fit to a tidy data.frameas.data.frame.mfrm_fit
Assess whether recovery-simulation results are ready to useassess_mfrm_recovery plot.mfrm_recovery_assessment
Build a bias-cell count reportbias_count_table
Build a bias-interaction plot-data bundle (FACETS Table 13: ranked bias list)bias_interaction_report
Build a bias-iteration report (FACETS Table 9: iteration / convergence trace)bias_iteration_report
Build a bias pairwise-contrast report (FACETS Table 14: pairwise contrasts)bias_pairwise_report
Build APA text outputs from model resultsbuild_apa_outputs
Build a scoped ConQuest-overlap bundlebuild_conquest_overlap_bundle
Build a screened linking chain across ordered calibrationsbuild_equating_chain plot.mfrm_equating_chain print.mfrm_equating_chain print.summary.mfrm_equating_chain summary.mfrm_equating_chain
Build legacy-compatible fixed-width text reportsbuild_fixed_reports
Build a linking-review synthesis objectbuild_linking_review
Build a reproducibility manifest for an MFRM analysisbuild_mfrm_manifest
Build an MFRM network reviewbuild_mfrm_network_review
Build a package-native replay script for an MFRM analysisbuild_mfrm_replay_script
Build an observed-data resampling specificationbuild_mfrm_resampling_spec
Build an explicit simulation specification for MFRM design studiesbuild_mfrm_sim_spec
Build a case-level misfit review bundlebuild_misfit_casebook
Build a model-choice review across RSM, PCM, and bounded GPCM fitsbuild_model_choice_review
Build a peer-review design reviewbuild_peer_review_design_review
Build a peer-review simulation specificationbuild_peer_review_sim_spec
Build a manuscript-oriented table bundle from 'summary()' outputsbuild_summary_table_bundle
Build warning and narrative summaries for visual outputsbuild_visual_summaries
Build a weighting-policy review between Rasch-family and bounded GPCM fitsbuild_weighting_review
Build a category curve export bundle (preferred alias)category_curves_report
Build a category structure report (preferred alias)category_structure_report
Compare two or more fitted MFRM modelscompare_mfrm
List retained compatibility aliases and preferred namescompatibility_alias_table
Compute Kish design effects for each facetcompute_facet_design_effect
Compute intra-class correlations for each facetcompute_facet_icc
Compute design-weighted precision curves for ordered many-facet fitscompute_information
Person fit indices: lz and Snijders-corrected lz*compute_person_fit_indices
Build a data quality summary report (preferred alias)data_quality_report
Summarize MFRM input data (TAM-style descriptive snapshot)describe_mfrm_data
Detect anchor drift across multiple calibrationsdetect_anchor_drift print.mfrm_anchor_drift print.summary.mfrm_anchor_drift summary.mfrm_anchor_drift
Detect nesting structure between facetsdetect_facet_nesting
Compute diagnostics for an 'mfrm_fit' objectdiagnose_mfrm
Compute interaction table between a facet and a grouping variabledif_interaction_table
Generate a differential-functioning interpretation reportdif_report
Compute displacement diagnostics for facet levelsdisplacement_table
Draw observed-data MFRM resamplesdraw_mfrm_resamples
Simulated MFRM datasets based on Eckes and Jin (2021)ej2021_combined ej2021_combined_itercal ej2021_data ej2021_study1 ej2021_study1_itercal ej2021_study2 ej2021_study2_itercal
Estimate bias across multiple facet pairsestimate_all_bias
Estimate bias and interaction screening termsestimate_bias
Build an estimation-iteration report (preferred alias)estimation_iteration_report
Evaluate MFRM design conditions by repeated simulationevaluate_mfrm_design
Evaluate legacy and strict marginal diagnostic screening under controlled misfit scenariosevaluate_mfrm_diagnostic_screening
Evaluate parameter recovery by repeated simulation and refittingevaluate_mfrm_recovery
Evaluate DIF power and bias-screening behavior under known simulated signalsevaluate_mfrm_signal_detection
Export MFRM results to CSV filesexport_mfrm
Export an analysis bundle for sharing or archivingexport_mfrm_bundle
Export a lightweight mfrm_results archiveexport_mfrm_results
Export manuscript appendix tables from validated summary surfacesexport_summary_appendix
Derive a simulation specification from a fitted MFRM objectextract_mfrm_sim_spec
Facet-quality dashboard for facet-level screeningfacet_quality_dashboard
Review per-facet-level sample adequacyfacet_small_sample_review
Build a facet statistics report (preferred alias)facet_statistics_report
Build facet variability diagnostics with fixed/random reference testsfacets_chisq_table
FACETS Feature Coverage Matrixfacets_feature_coverage
Guide FACETS-style fit df and ZSTD standardizationfacets_fit_df_guide
Review fit standardization against FACETS-style ZSTD conventionsfacets_fit_review
Build a FACETS output-contract reviewfacets_output_contract_review
Build a legacy-compatible output-file bundle (GRAPH= / SCORE=)facets_output_file_bundle
FACETS Positioning Guidefacets_positioning_guide
Build an adjusted-score reference table bundlefair_average_table
Build a FACETS-style fit-measures review tablefit_measures_table
Fit many-facet ordered-response models with a flexible number of facetsfit_mfrm
Bounded GPCM Support Matrixgpcm_capability_matrix
Bounded GPCM Route-Boundary Coveragegpcm_runtime_guard_coverage
Bounded GPCM Score-Side Export Contractgpcm_score_side_contract
Import an 'eRm' fit to an mfrmr-compatible bundleimport_erm_fit
Import an 'mirt' fit to an mfrmr-compatible bundleimport_mirt_fit
Import a 'TAM' fit to an mfrmr-compatible bundleimport_tam_fit
Extract model-estimated facet interaction effectsinteraction_effect_table
Build an inter-rater agreement reportinterrater_agreement_table
Launch a local Shiny viewer for an mfrm_results objectlaunch_mfrmr_viewer
List packaged simulation datasetslist_mfrmr_data
Load a packaged simulation datasetload_mfrmr_data
Build an anchor table from fitted estimatesmake_anchor_table
Build a measurable-data summarymeasurable_summary_table
Project G-theory coefficients under alternative D-study designsmfrm_d_study
Generalizability-theory variance decomposition for an MFRM designmfrm_generalizability
MnSq misfit threshold pair used across mfrmr screening helpersmfrm_misfit_thresholds
Analyze the MFRM design networkmfrm_network_analysis
Build report-ready output from 'mfrm_results()'mfrm_report
Build comprehensive first-screen MFRM resultsmfrm_results
Interactively choose data-frame columns before calling 'mfrm_results()'mfrm_results_interactive
List literature-based warning threshold profilesmfrm_threshold_profiles
mfrmr Compatibility Layer Mapmfrmr_compatibility_layer
Purpose-built example datasets for package help pagesmfrmr_example_bias mfrmr_example_core mfrmr_example_data
Confidence-interval and uncertainty route guidemfrmr_interval_guide
mfrmr Linking and DFF Guidemfrmr_linking_and_dff
Choose an mfrmr output helper by user goalmfrmr_output_guide
mfrmr Reporting and APA Guidemfrmr_reporting_and_apa
mfrmr Reports and Tables Mapmfrmr_reports_and_tables
mfrmr Visual Diagnostics Mapmfrmr_visual_diagnostics
mfrmr Workflow and Method Mapmfrmr_workflow_methods
Normalize extracted ConQuest overlap files to the 'mfrmr' review contractnormalize_conquest_overlap_files
Normalize extracted ConQuest overlap tables to the 'mfrmr' review contractnormalize_conquest_overlap_tables
Plot anchor drift or a screened linking chainplot_anchor_drift
Manuscript-ready four-panel composite (Wright + severity + threshold + summary)plot_apa_figure_one
Plot bias interaction diagnostics (preferred alias)plot_bias_interaction
Bubble chart of measure estimates and fit statisticsplot_bubble
Extract reusable data from an mfrmr plot objectplot_data
List reusable components in mfrmr plot dataplot_data_components
Plot a differential-functioning heatmapplot_dif_heatmap
Summary plot of differential functioning effect sizesplot_dif_summary
Plot displacement diagnostics using base Rplot_displacement
Plot facet-equivalence resultsplot_facet_equivalence
Plot a facet-quality dashboardplot_facet_quality_dashboard
Plot facet variability diagnostics using base Rplot_facets_chisq
Plot fair-average diagnostics using base Rplot_fair_average
Guttman-style scalogram of person x item observed responsesplot_guttman_scalogram
Plot design-weighted precision curvesplot_information
Plot inter-rater agreement diagnostics using base Rplot_interrater_agreement
Pairwise standardized-residual heatmap for local-dependence reviewplot_local_dependence_heatmap
Plot strict marginal-fit follow-up cells using base Rplot_marginal_fit
Plot strict pairwise local-dependence follow-up using base Rplot_marginal_pairwise
Plot per-person fitplot_person_fit
Plot a base-R QC dashboardplot_qc_dashboard
Plot QC pipeline resultsplot_qc_pipeline
Pairwise rater-agreement heatmapplot_rater_agreement_heatmap
Plot per-rater severity ranking with confidence interval whiskersplot_rater_severity_profile
Rater-severity trajectory across an ordered wave / occasion variableplot_rater_trajectory
Facet reliability and separation snapshot bar plotplot_reliability_snapshot
Person x facet-level standardized-residual matrixplot_residual_matrix
Visualize residual PCA resultsplot_residual_pca
Normal quantile-quantile plot of person standardized residualsplot_residual_qq
Plot response-time review summariesplot_response_time_review
Empirical-Bayes shrinkage funnel / caterpillarplot_shrinkage_funnel
Plot RSM/PCM threshold ladders with disorder highlightingplot_threshold_ladder
Plot unexpected responses using base Rplot_unexpected
Plot a unified Wright map with all facets on a shared logit scaleplot_wright_unified
Plot an APA/FACETS table object using base Rplot.apa_table
Plot an anchor-review objectplot.mfrm_anchor_review
Plot report/table bundles with base R defaultsplot.mfrm_bundle
Plot a data-description objectplot.mfrm_data_description
Plot a design-simulation studyplot.mfrm_design_evaluation
Plot a diagnostic-screening validation studyplot.mfrm_diagnostic_screening
Plot the pairwise nesting index matrixplot.mfrm_facet_nesting
Plot a facet sample-size reviewplot.mfrm_facet_sample_review
Plot outputs from a legacy-compatible workflow runplot.mfrm_facets_run
Plot fitted MFRM results with base Rplot.mfrm_fit
Plot a future arbitrary-facet planning active branchplot.mfrm_future_branch_active_branch
Plot parameter-recovery simulation resultsplot.mfrm_recovery_simulation
Plot DIF/bias screening simulation resultsplot.mfrm_signal_detection
Plot a summary-table bundle for manuscript QCplot.mfrm_summary_table_bundle
Build a precision review reportprecision_review_report
Forecast population-level MFRM operating characteristics for one future designpredict_mfrm_population
Score future or partially observed units under the fitted scoring basispredict_mfrm_units
Print APA narrative text with preserved line breaksprint.mfrm_apa_text
Yen-style Q3 local-dependence statistic between facet levelsq3_statistic
Analyze rater-by-criterion halo-effect networksrater_halo_network_analysis
Analyze rater agreement, disagreement, and severity-direction networksrater_network_analysis
Build a rating-scale diagnostics reportrating_scale_table
Read a FACETS fit table for fit reviewimport_facets_fit_table read_facets_fit_table
Recode common missing-value sentinels to 'NA'recode_missing_codes
Recommend a design condition from simulation resultsrecommend_mfrm_design
Benchmark packaged reference casesreference_case_benchmark
Build a package-native reference review for report completenessreference_case_review
Build an auto-filled MFRM reporting checklistreporting_checklist
Review response-time patterns outside the MFRM likelihoodresponse_time_review
Extract canonical review componentsanchor_review precision_review review_accessors
Review an exact-overlap ConQuest comparison against an 'mfrmr' overlap bundlereview_conquest_overlap
Review and normalize anchor/group-anchor tablesreview_mfrm_anchors
Run a legacy-compatible estimation workflow wrappermfrmRFacets run_mfrm_facets
Run automated quality control pipelinerun_qc_pipeline
Sample approximate plausible values under fitted posterior scoringsample_mfrm_plausible_values
Extract the shrinkage report from a fitted mfrm_fitshrinkage_report
Simulate long-format ordered many-facet data for design studiessimulate_mfrm_data
Build a specification summary report (preferred alias)specifications_report
Build a subset connectivity report (preferred alias)subset_connectivity_report
Summarize an APA/FACETS table objectsummary.apa_table
Summarize an anchor-review objectsummary.mfrm_anchor_review
Summarize APA report-output bundlessummary.mfrm_apa_outputs
Summarize an 'mfrm_bias' object in a user-friendly formatsummary.mfrm_bias
Summarize report/table bundles in a user-friendly formatsummary.mfrm_bundle
Summarize a data-description objectsummary.mfrm_data_description
Summarize a design-simulation studysummary.mfrm_design_evaluation
Summarize a diagnostic-screening validation studysummary.mfrm_diagnostic_screening
Summarize an 'mfrm_diagnostics' object in a user-friendly formatsummary.mfrm_diagnostics
Summarize a facet-quality dashboardsummary.mfrm_facet_dashboard
Summarize a legacy-compatible workflow runsummary.mfrm_facets_run
Summarize an 'mfrm_fit' object in a user-friendly formatsummary.mfrm_fit
Summarize a future arbitrary-facet planning active branchsummary.mfrm_future_branch_active_branch
Summarize a linking-review objectsummary.mfrm_linking_review
Summarize a misfit-casebook objectsummary.mfrm_misfit_casebook
Summarize a model-choice reviewsummary.mfrm_model_choice_review
Summarize an MFRM network reviewsummary.mfrm_network_review
Summarize a peer-review design reviewsummary.mfrm_peer_review_design_review
Summarize person-fit indicessummary.mfrm_person_fit_indices
Summarize approximate plausible values from posterior scoringsummary.mfrm_plausible_values
Summarize a population-level design forecastsummary.mfrm_population_prediction
Summarize a reporting-checklist bundle for manuscript worksummary.mfrm_reporting_checklist
Summarize a response-time reviewsummary.mfrm_response_time_review
Summarize a DIF/bias screening simulationsummary.mfrm_signal_detection
Summarize a summary-table bundle for manuscript QCsummary.mfrm_summary_table_bundle
Summarize threshold-profile presets for visual warning logicsummary.mfrm_threshold_profiles
Summarize posterior unit scoring outputsummary.mfrm_unit_prediction
Summarize a weighting-review objectsummary.mfrm_weighting_review
Build an unexpected-after-adjustment screening reportunexpected_after_bias_table
Build an unexpected-response screening reportunexpected_response_table
Figure-reporting template for visual diagnosticsvisual_reporting_template
Write a standalone residual filewrite_mfrm_residual_file
Write standalone subset-connectivity fileswrite_mfrm_subset_file