CogAdapt: Transfer Clinical ECG Foundation Models to Consumer Wearables via Lead Adaptation

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Bridges the gap between clinical-grade multi-lead ECG foundation models and single-lead consumer wearables through lead adaptation. Enables cognitive load assessment on Apple Watch-class hardware using knowledge from clinical models trained on 12-lead hospital ECGs. Practical for expanding wearable health AI beyond simple heart rate.