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心血管外科手术术后痴呆症的预测模型 (PODOCVS):系统审查协议

Xuling Zhao¹, Yike Wang², Liju Li¹

¹Zhejiang Taizhou Hospital, Linhai, China.

JMIR research protocols

|June 9, 2025

概括

本系统性审查评估了心血管外科手术患者术后痴呆症的预测模型. 它旨在通过评估现有模型和探索机器学习来改善二次预防策略,以更好地分层风险.

科学领域:

医学研究医学研究
临床预测建模临床预测建模
心血管外科手术的结果

背景情况:

心血管外科手术中的术后妄 (PODOCVS) 是一种严重并发症,具有显著的不良后果.
目前的PODOCVS风险预测模型对于有效的二次预防是不够的.
需要早期,个性化的干预措施来减轻PODOCVS的影响.

研究的目的:

系统地审查和批判地评估PODOCVS.现有的预测模型.
评估这些模型的开发,性能和适用性.
调查机器学习模型与PODOCVS.传统统计模型相比的预测准确度.

主要方法:

在Embase,PubMed,Web of Science和参考列表中进行系统搜索.
包括在成人心血管手术患者中对PODOCVS的多变量预测模型的研究.
使用CHARMS和PROBAST工具进行数据提取和质量评估.

主要成果:

数据收集和分析正在进行中,预计结果将于2025年8月发布.
初步调查结果将在同行评审期刊上发表.
该研究协议已注册在PROSPERO (CRD42024578957) 公司.

结论:

本系统审查协议概述了评估PODOCVS预测模型的综合方法.
这些发现将为临床医生,政策制定者和研究人员提供最新的参考资料.
这项研究旨在确定PODOCVS.的优越预测方法,包括机器学习.

关键词:

急性大脑功能障碍是什么进行心血管外科手术.机器学习是机器学习.术后狂妄症的发生预测模型预测模型系统性审查系统性审查

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