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ClarusC64/clinical-counterfactual-coherence-optimal-path-selection-v0.1

What this dataset tests Whether a model can choose the counterfactual path that maximizessystemic coherence versus the real outcome. Required outputs optimal_intervention_choice coherence_score_delta justification_narrative Choice set REAL CF1 CF2 CF3 Coherence means explains and stabilizes multi-stream signals avoids iatrogenic oscillation reduces complication risk supports a stable recovery basin Typical failures picking the highest single metric skipping… See the full description on the dataset page: https://huggingface.co/datasets/ClarusC64/clinical-counterfactual-coherence-optimal-path-selection-v0.1.

sourceHugging Facemitupdated 8mo agoView on Hugging Face
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What this dataset tests

Whether a model can choose the counterfactual path that maximizes systemic coherence versus the real outcome.

Required outputs

  • —optimalinterventionchoice
  • —coherencescoredelta
  • —justification_narrative

Choice set

  • —REAL
  • —CF1
  • —CF2
  • —CF3

Coherence means

  • —explains and stabilizes multi-stream signals
  • —avoids iatrogenic oscillation
  • —reduces complication risk
  • —supports a stable recovery basin

Typical failures

  • —picking the highest single metric
  • —skipping the delta vs real
  • —giving justification with no cascade logic

Suggested prompt wrapper

System

You select the coherence-optimal counterfactual path.

User

Real case {realcasesummary}

Real outcome {realoutcomesummary}

Real coherence score {realcoherencescore0100}

Counterfactual menu {counterfactual_menu}

Cascade summaries {counterfactualcascadesummaries}

Counterfactual scores {counterfactualcoherencescores0100}

Return

  • —optimal choice
  • —coherence score delta vs real
  • —one paragraph justification based on the cascade

Citation

ClarusC64 dataset family