Visualization
Stable plotting surface
List currently implemented visualization functions and clearly label planned/not-yet-implemented items.
Score and embedding views
Use score distributions and PCA/embedding plots to inspect model behavior and cohort structure.
Evaluation plots
Summarize discrimination/calibration/risk-strata outputs with publication-ready defaults.
Association summaries
Use compact heatmap-first summaries for multi-outcome and multi-model comparisons.