finding
active
finding:age-pathology-confounding-observed-impossible-to-suppress-one-concept-without-corrupting-the-otherAge-pathology confounding observed: impossible to suppress one concept without corrupting the other.
Empirical demonstration of entanglement between age and pathology features.
Source paper
extracted_from(2026) · William Lehn-Schiøler · Magnus Ruud Kjær · Rahul Thapa · M. Pedersen +9
Neighborhood — ranked by edge-count
Claims (1)
claim
- Interpretive assertion about clinical entanglement in the representations.
Communities (3)
community
- Explores geometry of activation/behavior manifolds to enable selective, non-destructive concept interventions.
- Investigates inseparability of clinical concepts (age, pathology) in EEG transformers using SAE feature analysis and steering metrics across SleepFM, REVE, LaBraM architectures.
- Age-pathology concept entanglementmembers_ofSteering interventions on neural representations fail to disentangle age from disease concepts.
Questions (1)
question
- Question about the feasibility of safe concept steering in EEG models.
Related by similarity (8)
cosine ≥ 0.65 · no typed edgeEntities in the same semantic neighborhood but without a typed relation to this one — candidates for new edges or unrecognized duplicates.
- Verbatim description of age-pathology entanglement.
- Specific instance of clinical entanglement with patient safety implications
- Entanglement phenomenon where age and pathology concepts cannot be independently steered without corrupting each other.
- A specific representational failure with direct clinical safety implications
- Load-bearing quote from Monadology §17 providing earliest clear statement of the Hard Problem
- Blames modern education and design culture for losing the ability to generate living environments.
- Cube Flipper's prediction about convergence of insight practice on field model.
- The paper's honest statement of the residual interpretive ambiguity after all controls