age-pathology confounding, where it is impossible to suppress one concept without corrupting the other

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• Age-pathology confounding observed: impossible to suppress one concept without corrupting the other.finding0.941
  Empirical demonstration of entanglement between age and pathology features.
• Age-pathology confounding prevents independent steering of age and pathology concepts.claim0.889
  Interpretive assertion about clinical entanglement in the representations.
• age-pathology confoundingconcept0.883
  Entanglement phenomenon where age and pathology concepts cannot be independently steered without corrupting each other.
• Age-pathology confounding is empirically demonstrated: suppressing age representation corrupts pathology representation in EEG foundation models.finding0.881
  Specific instance of clinical entanglement with patient safety implications
• Age and pathology are clinically entangled in EEG foundation model representations such that suppressing one concept inevitably corrupts the other.claim0.813
  A specific representational failure with direct clinical safety implications
• Problems of cognition (mind) and morphogenesis (body) share fundamental commonality in competent problem-solving.claim0.746
  Authors propose deep principle unifying neuroscience and developmental biology through goal-directed behavior as common thread.
• What remains after ruling out sycophancy and confabulation are interpretations in which self-referential processing drives models to claim subjective experience in ways that either actually reflect emergent phenomenology or constitute sophisticated simulation thereofclaim0.743
  The paper's honest statement of the residual interpretive ambiguity after all controls
• Confabulation is not a bug but a powerful and important feature arising from ancient origins, driving intelligence.claim0.738
  Revaluation of confabulation as adaptive.