Predicting intraoperative blood loss risk in severe lumbar disc herniation patients undergoing PLIF: a multicenter cohort study using ensemble learning
The IBLED-LDH model provides a valuable tool for preoperative intraoperative blood loss risk stratification, balancing predictive accuracy with interpretability through advanced ensemble learning.
Authors
- Yusi Zhang (ORCID: https://orcid.org/0000-0003-4272-857X)
- Yingang Zhang
- Runmin Li (ORCID: https://orcid.org/0000-0002-6433-8946)
- Zhendong Ding (ORCID: https://orcid.org/0000-0002-1036-7231)
- Chengliang Yin (ORCID: https://orcid.org/0000-0001-8262-5749)
- Wenle Li (ORCID: https://orcid.org/0000-0002-2933-646X)
- Tianyu Xiang
- Ning Shen (ORCID: https://orcid.org/0000-0002-6898-5278)
- Yang Zhang (ORCID: https://orcid.org/0000-0002-1317-120X)
- Xiaozhu Liu (ORCID: https://orcid.org/0000-0002-7800-3100)
- Xubin Quan
Institutions
- Macau University of Science and Technology (MO)
- Central South University (CN)
- Xuzhou Medical College (CN)
- Xiamen University (CN)
- Dalian Medical University (CN)
- Third Affiliated Hospital of Southern Medical University (CN)
- Second Affiliated Hospital of Chongqing Medical University (CN)
- Xi'an Honghui Hospital (CN)
- First Affiliated Hospital of Xi'an Jiaotong University (CN)
- Twelfth Guangzhou City People's Hospital (CN)
- Fourth Affiliated Hospital of Guangxi Medical University (CN)
- Xian Yang Central Hospital (CN)
- Beijing Shijitan Hospital (CN)
- Third Xiangya Hospital (CN)
- Dazhou Central Hospital (CN)
- Xi'an Jiaotong University (CN)
- Chongqing Medical University (CN)
Publication Details
- Journal
- International Journal of Surgery
- Published
- 2025-06-19
- DOI
- https://doi.org/10.1097/js9.0000000000002730
- Citations
- 4
- Primary Topic
- Medical Imaging and Analysis
- Type
- article
- Field-Weighted Citation Impact
- 2.70