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Signatures Health AI Adaptive Intelligence Engine Neuro-Symbolic Reasoning

Neuro-Symbolic Reasoning Explorer

Make the reasoning visible: trusted evidence, clinical context, behavioral rules, calculators, persona logic, and governance all contribute to explainable recommendations.

Reasoning Chain: Karen Davis

1. Evidence

Trusted cardiovascular prevention and secondary stroke prevention guidance.

2. Clinical Context

AF, hypertension, diabetes, prior ischemic stroke, BP trend, and activity level.

3. Persona

Support-seeking collaborator with preference for stepwise coaching.

4. Calculators

PREVENT, Healthy Day, CKM stage, exercise safety, and care plan scoring.

5. Rules

Medication routine, BP monitoring, sodium reduction, and walking support.

6. Recommendation

Prioritize medication confidence, BP tracking, and walking progression.

Explainability Output

Why this recommendation?

Karen's stroke history and AF increase the importance of BP monitoring and medication consistency. Her improving Healthy Day score and walking behavior suggest readiness for a supportive, confidence-building plan. The engine therefore recommends a concrete evening routine: medication, BP measurement, and a short walk.