一个机器学习预测模型,用于尿路透镜激光的结果在儿童群体-结果来自一个大型内泌尿学三级中心
Carlotta Nedbal1,2, Sairam Adithya3, Shilpa Gite3
1University Hospitals Southampton, NHS Trust, Southampton, United Kingdom.
Journal of endourology
|July 23, 2024
概括
机器学习准确地预测了尿路透镜术后儿童结石治疗的成功. 该工具有助于泌尿科医生预测无石头状态和并发症,改善患者咨询和决策.
科学领域:
- 泌尿器科 泌尿器科 泌尿器科 泌尿器科
- 医疗信息学 医疗信息学
- 人工智能的人工智能
背景情况:
- 儿科结石带来了治疗方面的挑战.
- 精确预测尿道镜检查结果对于有效的患者管理至关重要.
- 目前的预测方法在复杂的儿科病例中可能缺乏准确性.
研究的目的:
- 开发机器学习算法,用于预测儿科结石患者的术后尿路透镜结果.
- 确定影响无石头状态和并发症率的关键手术前因素.
- 为透明的预测模型利用可解释的AI.
主要方法:
- 从小儿科患者进行尿路透镜 (2010-2023) 的回顾性数据收集.
- 应用十五个机器学习分类算法.
- 组合模型和多任务神经网络的开发.
- 利用可解释的AI技术来解释模型.
主要成果:
- 一个组合模型在预测无石头状态 (SFS) 中达到90%的准确性,与石头大小,多重性和手术前支架相关联.
- 使用SMOTE,与阳性尿液培养和SFS相关的并发症预测达到93.3%的准确性.
- 多任务模型实现了83.3%和80%的准确性,同时预测结果.
结论:
- 机器学习在推进医疗保健研究和临床实践方面显示出巨大的潜力.
- 开发的ML模型在预测SFS和儿科尿路透镜中的并发症方面提供了高准确度.
- 这些预测工具可以增强泌尿科医生实践,患者咨询和共享决策.
更多相关视频
06:39Technical Modification of the Terminal Ureter During Total Transperitoneal Laparoscopic Nephroureterectomy for Upper Urinary Tract Urothelial Carcinoma
Published on: November 22, 2019
7.7K
04:57Unilateral Ureteral Obstruction Model for Investigating Kidney Interstitial Fibrosis
Published on: April 25, 2025
456
相关概念视频
Urinary Tract Calculi VI: Surgical Management
Procedures for Kidney StonesMedical intervention is necessary when kidney stones or renal calculi are too large to pass spontaneously (typically greater than 5 millimeters) when stones are accompanied by symptomatic infection (such as fever or pyelonephritis), when they impair kidney function, or when they cause persistent symptoms like severe pain, nausea, or urinary retention. Additionally, patients with only one kidney or those who cannot be treated with medical management also require...
Imaging Studies I: Kidney, Ureter, and Bladder Studies
Kidney, Ureter, and Bladder (KUB) StudiesKidney, Ureter, and Bladder (KUB) studies are standard diagnostic imaging procedures used to assess the anatomy of the urinary system. They are commonly utilized for patients experiencing abdominal pain or urinary symptoms. By using a simple X-ray of the abdomen, KUB studies can reveal structural and pathological abnormalities within the kidneys, ureters, and bladder. These studies are particularly valuable in diagnosing kidney stones, urinary...
