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Validation audits

Model Cards & Validation Audits

Zenlo Labs publishes model documentation in the CHAI Applied Model Card format and independent validation summaries for transparency. These materials describe a research clinical decision support tool — not an FDA-cleared medical device.

15 clinical patterns. 8 benchmarked across 5 AI models on 4,018 NHANES adults (F1 up to 0.963). Per-pattern NHANES audits published for 2 (Insulin Resistance, Metabolic Syndrome); the rest are structural CHAI cards, validation in progress.

Explore audits

Pattern model cards

15 patterns

CHAI-format cards for each clinical pattern — two with published NHANES audits; thirteen structural cards with validation in progress.

Biomarker Reference Sheets

Live registry

Data-driven reference sheets from the biomarker registry; ranges under citation review. Count refreshed hourly from the database.

Security Self-Assessment

Self-assessed 2026-05-22

Structured self-assessment against OWASP ASVS, Supabase/Vercel hardening, and HIPAA Security Rule safeguards — methodology and dated findings published openly.