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In Development Flutter Machine Learning HealthKit

ClearPath

Health Pattern Intelligence

Track triggers, symptoms, and lifestyle factors to identify patterns in chronic conditions.

ClearPath is a health pattern optimization platform designed for people managing chronic conditions. It helps make the invisible visible by tracking triggers, symptoms, and identifying patterns that traditional approaches miss.

The Problem

Chronic conditions with delayed trigger-response patterns are nearly impossible to manage without systematic tracking. The lag between trigger → early warning sign → symptom makes intuition unreliable. You need data.

The Quiet Score Framework

ClearPath introduces the "Quiet Score" — a 0-10 scale that tracks your condition's activity level:

0.0 Complete quiet (no symptoms)
0.5-2.0 Whisper zone (barely perceptible)
2.5-4.0 Low activity
4.5-6.0 Moderate flare
6.5-8.0 Significant flare
8.5-10 Severe flare

Key Features

  • Multi-Domain Tracking — Pain, digestive, food, mechanical, sleep, brain fog, mood
  • Flare Lifecycle Tracking — Baseline → Trigger → Warning → Peak → Tail → Recovery
  • Challenge Protocol Engine — Systematic food/activity challenges based on Monash FODMAP protocols
  • Pattern Recognition — ML-powered correlation detection across time-lagged factors
  • HealthKit Integration — Automatic import of sleep, activity, and health metrics

The "Tail" Problem

Even at pain=0, you may still be in the "tail" — vulnerable to re-triggering. ClearPath tracks consecutive quiet days and learns YOUR personal "safe re-entry" threshold, initially conservative (7+ days based on research) then adjusting based on outcomes.

Tech Stack

Flutter Core ML HealthKit SQLite Charts

Medical Disclaimer: ClearPath is a pattern journal with smart insights — not a diagnostic tool. It supplements but never replaces medical care. Always consult your healthcare provider.

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