4 papers
A foundation-model approach to pediatric headache classification from rs-fMRI
Guilherme S. Imai Aldeia, Clara Moon, Julie Shulman +5
Headache is the most common neurological disorder in children and substantially affects quality of life. We investigated whether resting-state functional MRI (rs-fMRI) can support…
Robust AI-ECG for Predicting Left Ventricular Systolic Dysfunction in Pediatric Congenital Heart Disease
Yuting Yang, Lorenzo Peracchio, Joshua Mayourian +3
Artificial intelligence-enhanced electrocardiogram (AI-ECG) has shown promise as an inexpensive, ubiquitous, and non-invasive screening tool to detect left ventricular systolic dys…
Equitable Survival Prediction: A Fairness-Aware Survival Modeling (FASM) Approach
Mingxuan Liu, Yilin Ning, Haoyuan Wang +5
As machine learning models become increasingly integrated into healthcare, structural inequities and social biases embedded in clinical data can be perpetuated or even amplified by…
Deep Survival Analysis from Adult and Pediatric Electrocardiograms: A Multi-center Benchmark Study
Platon Lukyanenko, Joshua Mayourian, Mingxuan Liu +3
Artificial intelligence applied to electrocardiography (AI-ECG) shows potential for mortality prediction, but heterogeneous approaches and private datasets have limited generalizab…