PI Prob: A risk prediction and clinical guidance system for evaluating patients with recurrent infections.
Nicholas L RiderGina CahillTina MotazediLei WeiAshok KurianLenora M NoroskiFiliz Odabasi SeeborgIvan K ChinnKirk RobertsPublished in: PloS one (2021)
Artificial intelligence methods can classify risk for primary immunodeficiency and guide management. PI Prob enables accurate, objective decision making about risk and guides the user towards the appropriate diagnostic evaluation for patients with recurrent infections. Probabilistic models can be trained with small datasets underscoring their utility for rare disease detection given appropriate domain expertise for feature selection and network construction.