2 papers
cs.LG2025
Transparent Early ICU Mortality Prediction with Clinical Transformer and Per-Case Modality Attribution
Alexander Bakumenko, Janine Hoelscher, Hudson Smith
Early identification of intensive care patients at risk of in-hospital mortality enables timely intervention and efficient resource allocation. Despite high predictive performance,…
cs.CY2025
Before the Clinic: Transparent and Operable Design Principles for Healthcare AI
Alexander Bakumenko, Aaron J. Masino, Janine Hoelscher
The translation of artificial intelligence (AI) systems into clinical practice requires bridging fundamental gaps between explainable AI theory, clinician expectations, and governa…