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Health Intelligence

A clinical-grade view of medication, nutrition, behavior, and predicted risk — refreshed continuously from your snapshots and devices.

Demo · Margaret J. · Age 78
Overall Wellness Score
77
out of 100
+6 this week
Medication Complexity
82

Good — keep it up

Nutrition Quality
74

Good — keep it up

Hydration
89

Excellent

Fall Risk
42

Moderate — see recommendations

Intelligence Engines

Five engines, one wellness picture

Each engine continuously scores a dimension of health and feeds the composite risk model.

Engine performance map

Higher is better across all engines.

Medication Intelligence

Parses regimens, flags interactions, scores complexity.

82

Nutrition Intelligence

Scores meals by macro balance, micronutrients, and age-appropriate targets.

74

Hydration Intelligence

Tracks intake cadence and predicts dehydration risk windows.

89

Movement Intelligence

Reads gait, activity windows, and balance drift from passive signals.

68

Behavioral Intelligence

Detects routine drift in sleep, meals, and bedtime variance.

71
Health Signals

How signals combine into a Wellness Risk Score

Each engine contributes a weighted signal. We model their interactions to predict downstream outcomes.

Signals in

Medication

weight 18%
+15

Nutrition

weight 18%
+13

Hydration

weight 14%
+12

Movement

weight 20%
+14

Behavioral

weight 15%
+11
Wellness
77
/ 100

Signal fusion · 5-engine composite

Predicted outcomes

Fall risk

42% risk

Lower is better — driven by inputs on the left.

Adverse Rx event

26% risk

Lower is better — driven by inputs on the left.

Dehydration

15% risk

Lower is better — driven by inputs on the left.

Wellness score

77 / 100

Higher is better — reflects combined healthy signals.

Health Risk Timeline

12-week composite risk trajectory

Annotated with clinical events that shaped today's score.

Composite riskBaseline
W4

New Rx added

Inflection point in risk trend

W7

Hydration drop

Inflection point in risk trend

W10

Activity ↓ 22%

Inflection point in risk trend

Risk Prediction · 30 days

Predicted likelihood

Model-estimated probability of adverse events.

  • Fall incident

    moderate
    18%+4% vs last month

    Driven by medication change + low activity

  • Medication adverse event

    low
    11%-2% vs last month

    Interaction risk monitored, stable

  • Dehydration episode

    low
    7%-3% vs last month

    Hydration trending well

  • ER visit

    low
    4%0% vs last month

    Composite of above risks

AI Recommendations

Next best actions

Generated from clinical signals, ranked by projected impact.

Medium

Reduce fall risk with daily balance work

Confidence 84%

Fall-risk score is 42/100. 10 minutes of standing balance + a short afternoon walk lowers measured risk ~15% in 4 weeks.

Medium

Increase protein and leafy greens

Confidence 81%

Nutrition quality 74/100. Target 25–30g of protein per meal to support muscle and balance.

Low

Medication regimen looks well-tolerated

Confidence 88%

Complexity score 82/100 is in the safe range. Continue current schedule and adherence reminders.

Low

Continue current hydration cadence

Confidence 88%

Hydration 89/100. Streak detected — maintain mid-morning and mid-afternoon reminders.

Behavioral Insights

Routine patterns this week

Passive signals from sleep, activity, and meal timing — early indicators of risk drift.

Daily activity vs. sleep

Active minSleep hrs

Sleep consistency

6.2h avg

30 min below baseline — affects balance

Movement pattern

Declining

Afternoon activity dropped 22% this week

Meal regularity

Stable

3 meals/day, 18/21 logged

Routine drift

Mild

Bedtime variance +47 min vs. last month

Medication Trend

Nutrition Trend

Wellness Trend

Prevention checklist

Personalized for you

Increase protein intake

Aim for 25–30g per meal to support muscle and balance.

Review medications with physician

Two medications show potential interaction risk.

Improve hydration

Add a glass of water mid-morning and mid-afternoon.

Maintain daily activity

20 minutes of walking reduces measured fall risk by ~15%.