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使用MIMIC-IV和eICU数据库开发和验证基于机器学习的肝硬化症候群在肝硬化患者的预测模型

Fengwei Yao1, Ji Luo1, Qian Zhou1

  • 1Department of Gastrointestinal Surgery, Renmin Hospital, Hubei University of Medicine, Shiyan, Hubei, 442000, People's Republic of China.

Scientific reports
|January 21, 2025
PubMed
概括

这项研究开发了一种预测模型,用于识别肝硬化患有肝综合征 (HRS) 高风险的肝硬化患者. 该模型使用关键变量用于早期临床干预和改善肝硬化患者的预后.

关键词:
肝硬化是肝硬化的一种.极端的梯度增强了极端的梯度.肝综合征是一种肝综合征.拉索回归法 (Lasso Regression) 是一种回归法.这是一个MIMIC-IV数据库.随机的森林随机的森林

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Glomerular filtration rate (GFR) can be estimated from serum creatinine using the modification of diet in renal disease (MDRD) formula or the chronic kidney disease–epidemiology collaboration (CKD–EPI) equation. Both methods are widely used in clinical practice to assess kidney function and guide treatment decisions.The MDRD equation does not require weight or height measurements and is normalized to the body surface area of 1.73 m², considered the average adult surface area. This equation is...