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.