Overfitting analysis, comparing training performance against the held-out results to check generalisation.

Explainability analysis, so the features driving each individual screening decision can be identified.

Subgroup analysis, measuring performance separately for each demographic group the system will affect.

A larger held-out set, so the 89% figure is measured with greater statistical confidence.