Boundary Case Clarification Predictor

Clinical reasoning prototype v3 — patient findings in; latent boundary reasoning underneath.

Synthetic patient

The decision

Competing clinical choices

Observed clinical findings

Adjust what is actually observed. The model converts the pattern, uncertainty and trajectory into a latent boundary position; the clinician does not set a boundary score.

Boundary assessment

decision uncertainty
Current leaning
Decision confidence
Uncertainty range
Trajectory

Pair-wise clinical reasoning

Heuristic questionCurrent answer from the evidenceImplication

What would clarify the decision?

RankNext discriminatorExpected clarification valueReason