Reliability and disease sensitivity are dissociable properties of EEG foundation-model representations
Reliability showed no detectable association with discrimination, pretraining paradigm, or domain, and had to be measured directly, so it is recommended to become a standard evaluation axis for EEG-FM representations intended for longitudinal or biomarker use, and release a reproducible pipeline.