Overview | When to use this function | Inputs | Minimal example | Diagnostic checks in detail | Binary outcome | Multicollinearity | Separation detection | Sample size sufficiency | Linearity in the logit | Influential observations | Interpreting results | Pass (✔) | Issue (✖) | Recommended actions by issue | Example: model with separation | Performance considerations | Speed vs. Robustness | Notes and limitations | Conclusion | See also

Overview | When to use this function | Quick example - minimal workflow | Output | Interpreting effect sizes | Interpreting confidence intervals | Exporting plots | Save as PNG (raster) | Save as PDF (vector) | Tips for publication-ready plots | Choose appropriate dimensions | Label predictors clearly | Notes and limitations | Conclusion | See also

What this vignette covers | Minimal reproducible example | Run diagnostics | Create a publication-ready table | Notes: | Forest plot of odds ratios | Quick interpretation | See also

Overview | When to use this function | Quick example - minimal workflow | Programmatic output (tibble) | Interpreting the results | Formatted HTML table (gt) | What the gt output includes | Understanding the footnotes | Common customisations | Change confidence level | Anonymise counts for sensitive data | Combine results from multiple models | Exporting tables | Export to HTML file | Export to Word document | Export to CSV (tibble) | Tips for publication | Conclusion | See also

Time periods | Listing available time periods | Listing system levels by time period | Areas | List available system levels for a given time period | List all available reporting periods for each system level | List areas for a time period and system level or parent area | View details for a specific area | List areas without parent details | Search for area by keyword | Area details | Nested | Flat | Indicators | Listing indicators | Listing metrics for each indicator | List all indicator data for a given area | Category | Category data | Time series | Tags | List indicator tags | Get meta-data for an indicator | Sibling area data | Child area data | All metric data for a given time, area and indicator | Indicator metrics | Area data | National data | All indicator metric data for system level and time period | Benchmark metric data with national results | Target data | List priority group indicators | List pathway group indicators | List Indicator Group indicators | Return time series data for a metric and area | Return time series data for an indicator and area - inequalities | Return system level comparisons for a metric | Metric area breakdown | Misc | List external resources | Show data availability