Medical AI benchmark builder: his first ECG dataset had answers printed on images

MaziyarPanahi · x · 2026-10-08

A medical AI developer shares benchmark hygiene lessons: in medicine the Git history is the chart — diagnoses live in discharge summaries, ICD codes in billing footers, and his first ECG benchmark had the answer printed right on the image. He now never includes labels in questions and hunts every leak before models see the data.

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