Predictive modeling of preoperative acute heart failure in older adults with hypertension: a dual perspective of SHAP values and interaction analysis.

Journal: BMC medical informatics and decision making
PMID: 39506761

Abstract

BACKGROUND: In older adults with hypertension, hip fractures accompanied by preoperative acute heart failure significantly elevate surgical risks and adverse outcomes, necessitating timely identification and management to improve patient outcomes.

Authors

  • Qili Yu
    Department of Geriatric Orthopedics, Third Hospital of Hebei Medical University, Shijiazhuang, Hebei, 050051, China.
  • Zhiyong Hou
    Department of Orthopedic Surgery, Hebei Medical University Third Hospital, Shijiazhuang, Hebei, 050051, PR China; NHC Key Laboratory of Intelligent Orthopedic Equipment (Hebei Medical University Third Hospital), PR China. Electronic address: drzyhou@hebmu.edu.cn.
  • Zhiqian Wang
    Department of Geriatric Orthopedics, Hebei Medical University Third Hospital, Shijiazhuang, Hebei, PR China. Electronic address: 37800709@hebmu.edu.cn.

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