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Deterministic dermoscopic preprocessing actually degrades performance in leakage-controlled evaluations, suggesting current automated analysis might be over-engineering for minimal gains.
HEB-NB achieves up to 22.1% log-loss reductions on high-cardinality datasets, redefining the performance benchmarks for Naive Bayes classifiers.
