Concept demo · HealthLiteracyCopilot vision · People, plans and numbers are illustrative · Not medical advice← Back to the concept
· Interactive self-management tool (HTML/SVG body map + zones) · Audience: “James, 67” — heart failure, recently discharged, daughter helps from out of town AI-assisted · Clinical review required · Provenance label (illustrative) © HealthcareGPS Inc - Copyright 2026

My daily heart check

2 minutes each morning. After you pee, before you eat. Same scale, same clothes.

Today

1Weigh yourself

pounds
pounds
pounds
My weight, last 7 days
Why weigh every day? Extra fluid shows up on the scale before you feel it. A gain of more than 2 pounds in a day, or 5 pounds in a week, is an early warning. Your care team may give you different numbers — use theirs.

2How do you feel today?

Tap the body or the list. Choose all that are new or worse.

Body map

    📞 Call my care team

    Why this works

    Behavior Change Techniques (BCT Taxonomy v1): 2.3 Self-monitoring of behavior2.4 Self-monitoring of outcome(s) of behavior1.4 Action planning4.1 Instruction on how to perform the behavior3.1 Social support (unspecified)8.3 Habit formation

    COM-B target: Psychological capability (knowing warning signs), Physical opportunity (one-tap call), Automatic motivation (a daily morning habit).

    Persona tuned for: “James, 67” — heart failure, discharged last week, lives alone, his daughter checks in by phone. Reads at about a 6th-grade level.

    How HealthLiteracyCopilot would make it: HealthLiteracyCopilot would produce the copy from the care team’s own zone thresholds (the numbers come from the clinical protocol, never from AI). It would be checked with an adapted PEMAT actionability rubric and the CDC Clear Communication Index, and a simulated “James” reader (a simulated participant, not a patient) is asked: “Your weight went up 3 pounds since yesterday. What do you do?” to find questions for human review. It does not diagnose: the zone follows the care team’s own action plan, and red always means call 911.

    What a pilot would measure: days with a check-in; yellow-zone calls made the same day; 30-day readmissions for heart failure. Measures a pilot would track, not results or promised effects.