@inproceedings{elshehaby-etal-2026-sparse, title = "Sparse Category Routing and Fairness-Aware Optimization for Medical Decision Extraction", author = "Elshehaby, Ahmed and Abdalla, Mohamed and Mohamed, Youssef", editor = "Gupta, Deepak and Demner-Fushman, Dina", booktitle = "Proceedings of the {B}io{NLP} 2026 (Shared Tasks)", month = jul, year = "2026", address = "San Diego, California, USA", publisher = "Association for Computational Linguistics", url = "https://preview.aclanthology.org/ingest-acl-workshops/2026.bionlp-2.27/", pages = "201--212", ISBN = "979-8-89176-435-4" }