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Age-Conditioned Evaluation of Handcrafted Polysomnography Models for Cognitive-Impairment Prediction

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TL;DR

A CPU-oriented system that represented each study with 830 handcrafted demographic, physiological, and annotation-derived features indicated that all-pair discrimination did not persist among age-comparable participants and identifies age-conditioned cross-source generalization as the principal limitation of the submitted approach.

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