Research
Selected work across ML, wet lab, and clinical collaborations.
ML triage for primary amoebic meningoencephalitis (Naegleria fowleri) with calibrated abstention. Nine-class differential, 5-model PyTorch ensemble on RigoBERTa Clinical, dual-gate OOD, Mondrian per-class conformal prediction.
Bilingual Spanish/English primary care decision support for Latin America. Production-deployed at kallpahealthcare.com, scoped to 200 conditions for V1.0.
Serum-free, low-cost culture medium that supports 3 to 5 times the growth of standard formulations for Naegleria fowleri.
LDH (24 h), Caspase-3 (48 h), JC-1 (72 h) matched HeLa+Nf vs Nf-only.
ML triage for primary amoebic meningoencephalitis (Naegleria fowleri) with calibrated abstention. Nine-class differential, 5-model PyTorch ensemble on RigoBERTa Clinical, dual-gate OOD, Mondrian per-class conformal prediction.
Bilingual Spanish/English primary care decision support for Latin America. Production-deployed at kallpahealthcare.com, scoped to 200 conditions for V1.0.
Serum-free, low-cost culture medium that supports 3 to 5 times the growth of standard formulations for Naegleria fowleri.
LDH (24 h), Caspase-3 (48 h), JC-1 (72 h) matched HeLa+Nf vs Nf-only.