Add pooled-protocol provenance scripts (regenerate summary, 9-model McNemar, per-class, ensemble from fold predictions)

gradcam v2: generator code

Remove non-research HF push helper

Add academic polish: inference example, hparams, CITATION.cff, dataset figures, per-class CSVs

Add 9-model fundus benchmark: weights + results + splits + code + README