Patient Age (EEG)

Entities in the same semantic neighborhood but without a typed relation to this one — candidates for new edges or unrecognized duplicates.

• Patient Sex (EEG)concept0.840
  One of four clinical taxonomy dimensions used to benchmark SAE features
• Medication (EEG)concept0.803
  One of four clinical taxonomy dimensions used to benchmark SAE features
• Age and pathology are clinically entangled in EEG foundation model representations such that suppressing one concept inevitably corrupts the other.claim0.773
  A specific representational failure with direct clinical safety implications
• EEG Abnormalityconcept0.768
  One of four clinical taxonomy dimensions used to benchmark SAE features
• EEG foundation modelsconcept0.732
  Large transformer models pretrained on EEG data for clinical tasks; the object of interpretability in this paper.
• Age-pathology confounding is empirically demonstrated: suppressing age representation corrupts pathology representation in EEG foundation models.finding0.730
  Specific instance of clinical entanglement with patient safety implications
• EEG foundation models achieve state-of-the-art clinical performance yet their internal computations remain opaque, constituting a barrier to clinical trust.claim0.730
  Motivating claim for the entire paper
• EEG Neural Criticality Measurementmethod0.724
  Proposed empirical method for testing the criticality prediction in populations reporting stable selflessness