Jordan Montenegro

Amoebanator: Early PAM Triage CDS

Clinical ML • CDS • Calibration

Abstract

We developed a triage model for suspected PAM...

Methods

Features: freshwater exposure, days since exposure, fever, headache...

Calibration

Precision–Recall

Decision Curve (Net Benefit)

Results

Calibration within ±0.05 across bins; AUROC≈0.86 (synthetic demo).

Limitations

Synthetic cohort; no external validation; prospective study planned.

Ethics

Demo only; risk of automation bias; uses model card and uncertainty.


Demo content for review. No clinical use.