Clinical, radiological, and radiomics feature-based explainable machine learning models for prediction of neurological deterioration and 90-day outcomes in mild intracerebral hemorrhage.

Journal: BMC medical imaging
Published Date:

Abstract

BACKGROUND: The risks and prognosis of mild intracerebral hemorrhage (ICH) patients were easily overlooked by clinicians. Our goal was to use machine learning (ML) methods to predict mild ICH patients' neurological deterioration (ND) and 90-day prognosis.

Authors

  • Weixiong Zeng
    Department of Radiology, Nanfang Hospital, Southern Medical University, Guangzhou, China.
  • Jiaying Chen
    Department of Mathematics and Information Sciences, China Jiliang University, Hangzhou 310018, Zhejiang Province, PR China. Electronic address: 1041074676@qq.com.
  • Linling Shen
    Department of Neurology, Nanfang Hospital, Southern Medical University, Guangzhou, China.
  • Genghong Xia
    Department of Neurology, Nanfang Hospital, Southern Medical University, Guangzhou, China.
  • Jiahui Xie
    Department of Neurology, Nanfang Hospital, Southern Medical University, Guangzhou, China.
  • Shuqiong Zheng
    Department of Psychiatry, Sleep Medicine Center, Nanfang Hospital, Southern Medical University, Guangzhou, China.
  • Zilong He
    Department of Radiology, Nanfang Hospital, Southern Medical University, Guangzhou, China.
  • Limei Deng
    Department of Radiology, Nanfang Hospital, Southern Medical University, Guangzhou, China.
  • Yaya Guo
    Department of Radiology, Nanfang Hospital, Southern Medical University, Guangzhou, China.
  • Jingjing Yang
    Key Laboratory for Liquid-Solid Structural Evolution and Processing of Materials, Ministry of Education, Shandong University Jinan 250061 China yanyan.jiang@sdu.edu.cn.
  • Yijun Lv
    School of Medical and Information Engineering, Gannan Medical University, Ganzhou 341000, Jiangxi, China.
  • Genggeng Qin
    Department of Radiology, Nanfang Hospital, Southern Medical University, Guangzhou, China.
  • Weiguo Chen
    Department of Radiology, Nanfang Hospital, Southern Medical University, Guangzhou 510515, China. Electronic address: chenweiguo1964@21cn.com.
  • Jia Yin
  • Qiheng Wu
    Department of Neurology, Nanfang Hospital, Southern Medical University, Guangzhou, China. cris0087@qq.com.