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Pattern model cards (15)

Clinical pattern model cards

CHAI Applied Model Card summaries for each pattern in the Zenlo Labs engine. Full cards with validation tables live on the Labs product; this index mirrors the public audit catalog.

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.

Insulin Resistance DetectionNHANES validated

NHANES 2015–2016 descriptive audit + separate 5-model benchmark cited in Resources.
Cardiovascular RiskStructural — validation pending

Structural CHAI card — NHANES pattern validation pending.
InflammationStructural — validation pending

Structural CHAI card — NHANES pattern validation pending.
Liver StressStructural — validation pending

Structural CHAI card — NHANES pattern validation pending.
Iron DeficiencyStructural — validation pending

Structural CHAI card — NHANES pattern validation pending.
Thyroid DysfunctionStructural — validation pending

Structural CHAI card — NHANES pattern validation pending.
Vitamin D Deficiency + Calcium dysregulationStructural — validation pending

Structural CHAI card — NHANES pattern validation pending.
AnemiaStructural — validation pending

Structural CHAI card — NHANES pattern validation pending.
Kidney StressStructural — validation pending

Structural CHAI card — NHANES pattern validation pending.
Metabolic SyndromeNHANES validated

NHANES 2015–2016 descriptive audit (4-lab subset limitation noted) — real harness prevalence data.
Hormonal Imbalance (Male)Structural — validation pending

Structural CHAI card — NHANES pattern validation pending.
Hormonal Imbalance (Female)Structural — validation pending

Structural CHAI card — NHANES pattern validation pending.
Advanced Cardiovascular RiskStructural — validation pending

Structural CHAI card — NHANES pattern validation pending.
Oxidative StressStructural — validation pending

Structural CHAI card — NHANES pattern validation pending.
Autoimmune RiskStructural — validation pending

Structural CHAI card — NHANES pattern validation pending.

Full CHAI cards open on labs.zenlo.app/audits. Marketing copy on /labs references 102 biomarkers in static panels; registry count on the biomarker sheets page is live from the database.