Recommendation Overview
Survival-derived alcohol recommendations, grounded in CVD-prevention evidence and checked by a clinical judge. All figures are sample data.
14,407
Cohort Subjects
982
Recommendations
864
Judge Passed
2,140
Evidence Citations
Judge Review Progress
Demo864 / 982judged
Policy Diagnostics
DemoMean survival Sᵍ(τ)0.791
KL to π_β0.27
Δ vs behavior+0.038
Recommendations This Week
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Judge Score by Dimension
DemoMean clinical-judge score per dimension (scale 0–5.0).
Clinical validity4.4
Evidence support4.2
Safety4.8
Policy consistency4.1
Guideline alignment4.3
Faithfulness3.9
Actionability4.0
Top Cited Guidelines
USPSTF 201841
ACC/AHA 201933
WHO HEARTS22
Canada CCSA18
RAG Retrieval Quality
Retrieval relevance0.82
Answer faithfulness0.79
Citation accuracy0.88
Recommended Action Mix
Demo982Actions
Abstain312
Reduce458
Maintain212
Safety Flags
Demo982Flags
None612
Advisory198
Caution112
Contraindication48
Critical12
Recommender Alignment
DemoLLM-chosen action vs the SAC+BC policy (scale 0–5.0).
Policy-action agreement4.3
Survival reward of action4.1
Evidence grounding4.0
Plan consistency4.2
Disclaimer: This is a demo and should not be used for actual decision-making.