Behavioral Personalization for Digital Health

Explainable reasoning for digital health engagement

Use authored content, structured rules, reasoning units, linked evidence, calculator outputs, MCP normalization, persona detection, motivational interviewing, and response rendering to demonstrate transparent, context-aware communication.

Higher risk with low motivation

A CAD rehab patient with elevated cardiovascular risk, low confidence, and a need for supportive re-engagement.

Signatures Professional Demo

Question: Q_AFIB_003

Mode: Clinician

Theme: Signatures

Calculator: On

Orchestration: On

Error: Question not found for question_code=Q_AFIB_003

Context

Context / Scores

Advanced Context JSON

Answer Output

None

Q_AFIB_003

Authored Summary

No authored summary available.

Dynamic Summary

No dynamic summary available.

Story-Driven Personalized Answer

None

Context / Scores Panel

Persona

Not provided

Engagement Drivers

Not provided

Motivation Index

Not provided

PREVENT Score

Not provided

MyLifeCheck Score

Not provided

Question Type

treatment

Platform Layer Status

Calculator Source

Not run

MCP Source

Not run

Primary Persona

Not available

Secondary Persona

Not available

Persona Confidence

Not available

Motivational Index Level

Not available

Change Talk Level

Not available

MI State

Not available

Response Template

Not available

Source Status

Not available

Why This Answer Changed

No change explanations available.

Calculator Snapshot

PREVENT

Not available

MLC Score

Not available

Persona

Not available

Motivation Index

Not available

Key Points

Explanations

None

Symptoms

None

Mechanisms

None

Complications

None

Explainability

Matched Rules

No rules to display.

Citation & Evidence Panel

Matched rules: 0

Unique sources: 0

No evidence sources available.

Reasoning Trace

{}