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arXiv cs.CLPaper

Target leakage, not model class, explains reported accuracy in survey-based cardiovascular screening: a leakage-tiered audit of glass-box and tabular foundation models

This is a clean indictment of how health AI gets benchmarked. The real finding is that tabular foundation models don't magic away the need for rigorous feature engineering and leakage auditing. If you're deploying medical models or investing in health AI, use this paper's leakage-tiered audit framework before you go to market.