XGBoost–SHAP-based interpretable predictive website for postoperative in-hospital mortality in patients with acute aortic dissection Authors Yapei Zhao (ORCID: https://orcid.org/0000-0003-3688-5026) Hong-qin Ren Zhao Xue-sen (ORCID: https://orcid.org/0009-0008-8165-9638) Zhao Yan-qin Yingxin Xie Yongbo Zhao Kaiwen Wang (ORCID: https://orcid.org/0000-0003-3857-4790) Yunyan Wu (ORCID: https://orcid.org/0009-0003-0918-2779) Min Fang Jia-ze Geng Dong Ma Xin Zhang Xian-kong Liu Yu-chuan Jin Jia-yi Dang Institutions Hebei Medical University (CN) North China University of Science and Technology (CN) Second Hospital of Hebei Medical University (CN) Fourth Hospital of Hebei Medical University (CN) Publication Details Journal BMC Medical Informatics and Decision Making Published 2026-10-16 DOI https://doi.org/10.1186/s12911-026-03889-0 Primary Topic Aortic Disease and Treatment Approaches Type article Field-Weighted Citation Impact 0.00 Funders National Natural Science Foundation of China Explore the Global Research Space Interactive Map