Dataset Heterogeneity

Sample contribution was uneven across cohorts and did not simply follow patient count. The evaluated datasets differed strongly in patient counts, sample counts, and recording duration. Heterogeneous acquisition protocols were intentionally used as a stress test for generalization, even though they likely lowered peak performance.