A privacy-first, non-diagnostic computer-vision pipeline mapping visual gastrointestinal (fecal) biomarkers and metabolic (urinary) hydration tracking to risk-stratified compliance matrices. Zero diagnostic hallucination, enforced by deterministic boolean rule gates.
Targeted biomarker extraction across primary excretion profiles.
Automated Bristol Stool Scale (Types 1–7) classification, morphological consistency scoring, and multi-spectral screening for high-priority color markers (hematochezia, melena, and acholic indicators).
Armstrong 8-Level Hydration Index classification, dilution compensation, turbidity monitoring, and chromatic anomaly detection to deliver real-time recovery and heat-stress metrics.
Zero free-form diagnostic hallucination. Strict algorithmic rule gates.
Evaluates raw optical characteristics—lighting glare, signal-to-noise ratio, focus sharpness, and obstruction boundaries—rejecting compromised captures prior to parsing.
Gemini Flash maps sample metrics into structured markdown matrix blocks: morphological scale typing, color spectral analysis, and hydration indices.
Pure Python boolean rules parse structured vectors into deterministic risk tiers: NORMAL, MONITOR, ATTENTION_REQUIRED, and IMMEDIATE_ACTION.