analyze_dff             Differential facet functioning analysis
analyze_facet_equivalence
                        Analyze practical equivalence within a facet
analyze_hierarchical_structure
                        Analyze the hierarchical structure of a rating
                        design
analyze_residual_pca    Run exploratory residual PCA summaries
anchor_to_baseline      Fit new data anchored to a baseline calibration
apa_table               Build an APA-oriented table handoff using base
                        R structures
apply_empirical_bayes_shrinkage
                        Apply empirical-Bayes shrinkage to fitted
                        non-person facet estimates
as.data.frame.mfrm_fit
                        Convert mfrm_fit to a tidy data.frame
as_flextable            Generic for converting objects to a 'flextable'
as_flextable.apa_table
                        Convert an 'apa_table' to a 'flextable'
as_ggplot               Convert draw-free mfrmr plot data to ggplot2
as_kable                Generic for converting objects to a
                        'knitr::kable'
as_kable.apa_table      Convert an 'apa_table' to a 'knitr::kable()'
                        object
assess_mfrm_recovery    Assess whether recovery-simulation results are
                        ready to use
bias_count_table        Build a bias-cell count report
bias_interaction_report
                        Build a bias-interaction plot-data bundle
                        (FACETS Table 13: ranked bias list)
bias_iteration_report   Build a bias-iteration report (FACETS Table 9:
                        iteration / convergence trace)
bias_pairwise_report    Build a bias pairwise-contrast report (FACETS
                        Table 14: pairwise contrasts)
build_apa_outputs       Build APA text outputs from model results
build_conquest_overlap_bundle
                        Build a scoped ConQuest-overlap bundle
build_equating_chain    Build a screened linking chain across ordered
                        calibrations
build_fixed_reports     Build legacy-compatible fixed-width text
                        reports
build_linking_review    Build a linking-review synthesis object
build_mfrm_manifest     Build a reproducibility manifest for an MFRM
                        analysis
build_mfrm_network_review
                        Build an MFRM network review
build_mfrm_replay_script
                        Build a package-native replay script for an
                        MFRM analysis
build_mfrm_resampling_spec
                        Build an observed-data resampling specification
build_mfrm_sim_spec     Build an explicit simulation specification for
                        MFRM design studies
build_misfit_casebook   Build a case-level misfit review bundle
build_model_choice_review
                        Build a model-choice review across RSM, PCM,
                        and bounded GPCM fits
build_peer_review_design_review
                        Build a peer-review design review
build_peer_review_sim_spec
                        Build a peer-review simulation specification
build_summary_table_bundle
                        Build a manuscript-oriented table bundle from
                        'summary()' outputs
build_visual_summaries
                        Build warning and narrative summaries for
                        visual outputs
build_weighting_review
                        Build a weighting-policy review between
                        Rasch-family and bounded GPCM fits
category_curves_report
                        Build a category curve export bundle (preferred
                        alias)
category_structure_report
                        Build a category structure report (preferred
                        alias)
compare_mfrm            Compare two or more fitted MFRM models
compatibility_alias_table
                        List retained compatibility aliases and
                        preferred names
compute_facet_design_effect
                        Compute Kish design effects for each facet
compute_facet_icc       Compute intra-class correlations for each facet
compute_information     Compute design-weighted precision curves for
                        ordered many-facet fits
compute_person_fit_indices
                        Person fit indices: lz and Snijders-corrected
                        lz*
data_quality_report     Build a data quality summary report (preferred
                        alias)
describe_mfrm_data      Summarize MFRM input data (TAM-style
                        descriptive snapshot)
detect_anchor_drift     Detect anchor drift across multiple
                        calibrations
detect_facet_nesting    Detect nesting structure between facets
diagnose_mfrm           Compute diagnostics for an 'mfrm_fit' object
dif_interaction_table   Compute interaction table between a facet and a
                        grouping variable
dif_report              Generate a differential-functioning
                        interpretation report
displacement_table      Compute displacement diagnostics for facet
                        levels
draw_mfrm_resamples     Draw observed-data MFRM resamples
ej2021_data             Legacy synthetic MFRM datasets inspired by
                        Eckes and Jin (2021)
estimate_all_bias       Estimate bias across multiple facet pairs
estimate_bias           Estimate bias and interaction screening terms
estimation_iteration_report
                        Build an estimation-iteration report (preferred
                        alias)
evaluate_mfrm_design    Evaluate MFRM design conditions by repeated
                        simulation
evaluate_mfrm_diagnostic_screening
                        Evaluate legacy and strict marginal diagnostic
                        screening under controlled misfit scenarios
evaluate_mfrm_recovery
                        Evaluate parameter recovery by repeated
                        simulation and refitting
evaluate_mfrm_signal_detection
                        Evaluate DIF power and bias-screening behavior
                        under known simulated signals
export_mfrm             Export MFRM results to CSV files
export_mfrm_bundle      Export a fit-level analysis archive
export_mfrm_results     Export an mfrm_results analysis archive
export_summary_appendix
                        Export manuscript appendix tables from
                        documented summary surfaces
extract_mfrm_sim_spec   Derive a simulation specification from a fitted
                        MFRM object
facet_quality_dashboard
                        Facet-quality dashboard for facet-level
                        screening
facet_small_sample_review
                        Review per-facet-level sample adequacy
facet_statistics_report
                        Build a facet statistics report (preferred
                        alias)
facets_chisq_table      Build facet variability diagnostics with
                        fixed/random reference tests
facets_feature_coverage
                        FACETS Feature Coverage Matrix
facets_fit_df_guide     Guide FACETS-style fit df and ZSTD
                        standardization
facets_fit_review       Review fit standardization against FACETS-style
                        ZSTD conventions
facets_output_contract_review
                        Build a FACETS output-contract review
facets_output_file_bundle
                        Build a legacy-compatible output-file bundle
                        (GRAPH= / SCORE=)
facets_positioning_guide
                        FACETS Positioning Guide
facets_term_crosswalk   FACETS-to-mfrmr term crosswalk
facets_visual_contract
                        FACETS-facing visual contract
fair_average_table      Build an adjusted-score reference table bundle
fit_measures_table      Build a FACETS-style fit-measures review table
fit_mfrm                Fit many-facet ordered-response models with a
                        flexible number of facets
gpcm_capability_matrix
                        GPCM Workflow Availability
gpcm_mml_quadrature_sensitivity
                        Review GPCM-MML sensitivity to the quadrature
                        grid
gpcm_runtime_guard_coverage
                        Unavailable GPCM Routes and Alternatives
gpcm_score_side_contract
                        Bounded GPCM Score-Side Availability
import_erm_fit          Import an 'eRm' fit to an mfrmr-compatible
                        bundle
import_mirt_fit         Import an 'mirt' fit to an mfrmr-compatible
                        bundle
import_tam_fit          Import a 'TAM' fit to an mfrmr-compatible
                        bundle
interaction_effect_table
                        Extract model-estimated facet interaction
                        effects
interrater_agreement_table
                        Build an inter-rater agreement report
launch_mfrmr_viewer     Launch a local Shiny viewer for an mfrm_results
                        object
list_mfrmr_data         List packaged simulation datasets
load_mfrmr_data         Load a packaged simulation dataset
make_anchor_table       Build an anchor table from fitted estimates
measurable_summary_table
                        Build a measurable-data summary
mfrm_d_study            Project G-theory coefficients under alternative
                        D-study designs
mfrm_generalizability   Generalizability-theory variance decomposition
                        for an MFRM design
mfrm_misfit_thresholds
                        MnSq misfit threshold pair used across mfrmr
                        screening helpers
mfrm_network_analysis   Analyze the MFRM design network
mfrm_report             Build report-ready output from 'mfrm_results()'
mfrm_results            Build comprehensive first-screen MFRM results
mfrm_results_interactive
                        Interactively choose data-frame columns before
                        calling 'mfrm_results()'
mfrm_threshold_profiles
                        List literature-based warning threshold
                        profiles
mfrmr-package           mfrmr: Many-Facet Ordered-Response Modeling in
                        R
mfrmr_compatibility_layer
                        mfrmr Compatibility Layer Map
mfrmr_example_data      Synthetic many-facet rating examples
mfrmr_example_operational_design
                        Planned assignment roster for the operational
                        example
mfrmr_interval_guide    Confidence-interval and uncertainty route guide
mfrmr_linking_and_dff   mfrmr Linking and DFF Guide
mfrmr_output_guide      Choose an mfrmr output helper by user goal
mfrmr_reporting_and_apa
                        mfrmr Reporting and APA Guide
mfrmr_reports_and_tables
                        mfrmr Reports and Tables Map
mfrmr_visual_diagnostics
                        mfrmr Visual Diagnostics Map
mfrmr_workflow_methods
                        mfrmr Workflow and Method Map
normalize_conquest_overlap_exports
                        Normalize the CSV exports generated by the
                        ConQuest overlap template
normalize_conquest_overlap_files
                        Normalize extracted ConQuest overlap files to
                        the 'mfrmr' review contract
normalize_conquest_overlap_tables
                        Normalize extracted ConQuest overlap tables to
                        the 'mfrmr' review contract
plot.apa_table          Plot an APA/FACETS table object using base R
plot.mfrm_anchor_review
                        Plot an anchor-review object
plot.mfrm_bundle        Plot report/table bundles with base R defaults
plot.mfrm_data_description
                        Plot a data-description object
plot.mfrm_design_evaluation
                        Plot a design-simulation study
plot.mfrm_diagnostic_screening
                        Plot a diagnostic-screening simulation study
plot.mfrm_facet_nesting
                        Plot the pairwise nesting index matrix
plot.mfrm_facet_sample_review
                        Plot a facet sample-size review
plot.mfrm_facets_run    Plot outputs from a legacy-compatible workflow
                        run
plot.mfrm_fit           Plot fitted MFRM results with base R
plot.mfrm_recovery_simulation
                        Plot parameter-recovery simulation results
plot.mfrm_signal_detection
                        Plot DIF/bias screening simulation results
plot.mfrm_summary_table_bundle
                        Plot a summary-table bundle for manuscript QC
plot_anchor_drift       Plot anchor drift or a screened linking chain
plot_apa_figure_one     Manuscript-oriented four-panel draft (Wright +
                        severity + threshold + summary)
plot_bias_interaction   Plot bias interaction diagnostics (preferred
                        alias)
plot_bubble             Bubble chart of measure estimates and fit
                        statistics
plot_data               Extract reusable data from an mfrmr plot object
plot_data_components    List reusable components in mfrmr plot data
plot_dif_heatmap        Plot a differential-functioning heatmap
plot_dif_summary        Summary plot of differential functioning effect
                        sizes
plot_displacement       Plot displacement diagnostics using base R
plot_facet_equivalence
                        Plot facet-equivalence results
plot_facet_quality_dashboard
                        Plot a facet-quality dashboard
plot_facets_chisq       Plot facet variability diagnostics using base R
plot_fair_average       Plot fair-average diagnostics using base R
plot_guttman_scalogram
                        Guttman-style scalogram of person x item
                        observed responses
plot_information        Plot design-weighted precision curves
plot_interrater_agreement
                        Plot inter-rater agreement diagnostics using
                        base R
plot_local_dependence_heatmap
                        Pairwise standardized-residual heatmap for
                        local-dependence review
plot_marginal_fit       Plot strict marginal-fit follow-up cells using
                        base R
plot_marginal_pairwise
                        Plot strict pairwise local-dependence follow-up
                        using base R
plot_person_fit         Plot per-person fit
plot_qc_dashboard       Plot a base-R QC dashboard
plot_qc_pipeline        Plot QC pipeline results
plot_rater_agreement_heatmap
                        Pairwise rater-agreement heatmap
plot_rater_severity_profile
                        Plot per-rater severity ranking with confidence
                        interval whiskers
plot_rater_trajectory   Rater-severity trajectory across an ordered
                        wave / occasion variable
plot_reliability_snapshot
                        Facet reliability and separation snapshot bar
                        plot
plot_residual_matrix    Person x facet-level standardized-residual
                        matrix
plot_residual_pca       Visualize residual PCA results
plot_residual_qq        Normal quantile-quantile plot of person
                        standardized residuals
plot_response_time_review
                        Plot response-time review summaries
plot_shrinkage_funnel   Empirical-Bayes shrinkage funnel / caterpillar
plot_threshold_ladder   Plot RSM/PCM threshold ladders with disorder
                        highlighting
plot_unexpected         Plot unexpected responses using base R
plot_wright_unified     Plot a unified Wright map with all facets on a
                        shared logit scale
precision_review_report
                        Build a precision review report
predict_mfrm_population
                        Forecast population-level MFRM operating
                        characteristics for one future design
predict_mfrm_units      Score future or partially observed units under
                        the fitted scoring basis
print.mfrm_apa_text     Print APA narrative text with preserved line
                        breaks
q3_statistic            mfrmr standardized/aggregated-residual Q3-style
                        screen
rater_halo_network_analysis
                        Analyze rater-by-criterion halo-effect networks
rater_network_analysis
                        Analyze rater agreement, disagreement, and
                        severity-direction networks
rating_scale_table      Build a rating-scale diagnostics report
read_facets_fit_table   Read a FACETS fit table for fit review
recode_missing_codes    Recode common missing-value sentinels to 'NA'
recommend_mfrm_design   Recommend a design condition from simulation
                        results
reference_case_benchmark
                        Benchmark packaged reference cases
reference_case_review   Build a package-native reference review for
                        report completeness
reporting_checklist     Build an auto-filled MFRM reporting checklist
response_time_review    Review response-time patterns outside the MFRM
                        likelihood
review_accessors        Extract canonical review components
review_conquest_overlap
                        Review a ConQuest comparison within the
                        documented 'mfrmr' overlap scope
review_mfrm_anchors     Review and normalize anchor/group-anchor tables
run_mfrm_facets         Run a legacy-compatible estimation workflow
                        wrapper
run_qc_pipeline         Run automated quality control pipeline
sample_mfrm_plausible_values
                        Sample approximate plausible values under
                        fitted posterior scoring
shrinkage_report        Extract the shrinkage report from a fitted
                        mfrm_fit
simulate_mfrm_data      Simulate long-format ordered many-facet data
                        for design studies
specifications_report   Build a specification summary report (preferred
                        alias)
subset_connectivity_report
                        Build a subset connectivity report (preferred
                        alias)
summary.apa_table       Summarize an APA/FACETS table object
summary.mfrm_anchor_review
                        Summarize an anchor-review object
summary.mfrm_apa_outputs
                        Summarize APA report-output bundles
summary.mfrm_bias       Summarize an 'mfrm_bias' object in a
                        user-friendly format
summary.mfrm_bundle     Summarize report/table bundles in a
                        user-friendly format
summary.mfrm_data_description
                        Summarize a data-description object
summary.mfrm_design_evaluation
                        Summarize a design-simulation study
summary.mfrm_diagnostic_screening
                        Summarize a diagnostic-screening simulation
                        study
summary.mfrm_diagnostics
                        Summarize an 'mfrm_diagnostics' object in a
                        user-friendly format
summary.mfrm_facet_dashboard
                        Summarize a facet-quality dashboard
summary.mfrm_facets_run
                        Summarize a legacy-compatible workflow run
summary.mfrm_fit        Summarize an 'mfrm_fit' object in a
                        user-friendly format
summary.mfrm_linking_review
                        Summarize a linking-review object
summary.mfrm_misfit_casebook
                        Summarize a misfit-casebook object
summary.mfrm_model_choice_review
                        Summarize a model-choice review
summary.mfrm_network_review
                        Summarize an MFRM network review
summary.mfrm_peer_review_design_review
                        Summarize a peer-review design review
summary.mfrm_person_fit_indices
                        Summarize person-fit indices
summary.mfrm_plausible_values
                        Summarize approximate plausible values from
                        posterior scoring
summary.mfrm_population_prediction
                        Summarize a population-level design forecast
summary.mfrm_reporting_checklist
                        Summarize a reporting-checklist bundle for
                        manuscript work
summary.mfrm_response_time_review
                        Summarize a response-time review
summary.mfrm_signal_detection
                        Summarize a DIF/bias screening simulation
summary.mfrm_summary_table_bundle
                        Summarize a summary-table bundle for manuscript
                        QC
summary.mfrm_threshold_profiles
                        Summarize threshold-profile presets for visual
                        warning logic
summary.mfrm_unit_prediction
                        Summarize posterior unit scoring output
summary.mfrm_weighting_review
                        Summarize a weighting-review object
unexpected_after_bias_table
                        Build an unexpected-after-adjustment screening
                        report
unexpected_response_table
                        Build an unexpected-response screening report
visual_reporting_template
                        Figure-reporting template for visual
                        diagnostics
write_mfrm_residual_file
                        Write a standalone residual file
write_mfrm_subset_file
                        Write standalone subset-connectivity files
