1 citations · 1 across the 3 of their papers we have counts for
3 papers
VERGE: Verification-Enhanced Refinement for Grounded Extraction of Early-Onset Colorectal Cancer Symptoms in Clinical Notes
Nikkie Hooman, Monarch Nigam, Amy E. Hughes +2
Early-onset colorectal cancer is increasing among younger adults, yet red-flag symptoms in this age group have no evidence-based guidelines for follow-up testing, and structured en…
Multimodal Routing for Interpretable, Robust, and Auditable Clinical Prediction
Nikkie Hooman, Zhongjie Wu, Eric C. Larson +1
Electronic health record (EHR) data are inherently multimodal, and leveraging multiple modalities can improve predictive performance. However, most existing approaches rely on deep…
Equitable Electronic Health Record Prediction with FAME: Fairness-Aware Multimodal Embedding
Nikkie Hooman, Zhongjie Wu, Eric C. Larson +1
Electronic Health Record (EHR) data encompass diverse modalities -- text, images, and medical codes -- that are vital for clinical decision-making. To process these complex data, m…