机器学习作为预测克罗恩氏病患者进行肠切除的短期术后并发症的工具:哪些边界?
Raffaele Pellegrino1, Antonietta Gerarda Gravina2
1Division of Hepatogastroenterology, Department of Precision Medicine, University of Campania Luigi Vanvitelli, Naples 80138, Italy.
World journal of gastrointestinal surgery
|October 1, 2024
概括
这项研究开发了一种机器学习模型,用于预测经过肠切除的克罗恩病 (CD) 患者的重大术后并发症. 该模型有效地识别高风险患者,有助于优化术前护理.
科学领域:
- 手术瘤学手术瘤学
- 胃肠病学 胃肠病学
- 机器学习在医学中的应用
背景情况:
- 研究了机器学习模型对经过肠切除的克罗恩病 (CD) 患者30天重大术后并发症的预测准确度.
- 利用随机森林分析和沙普利添加式解释来确定关键的预测因素.
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