Prediction of acute kidney injury in patients with liver cirrhosis using machine learning models: evidence from the MIMIC-III and MIMIC-IV

被引:0
作者
Jia Tian
Rui Cui
Huinan Song
Yingzi Zhao
Ting Zhou
机构
[1] The Fourth Affiliated Hospital of Harbin Medical University,Department of Nephrology
[2] The Fourth Affiliated Hospital of Harbin Medical University,The Ward No. 2, Department of Gastroenterology
来源
International Urology and Nephrology | 2024年 / 56卷
关键词
Acute kidney injury; Liver cirrhosis; Machine learning model; Prediction model; MIMIC;
D O I
暂无
中图分类号
学科分类号
摘要
引用
收藏
页码:237 / 247
页数:10
相关论文
共 284 条
[1]  
Gonsalez SR(2019)Acute kidney injury overview: from basic findings to new prevention and therapy strategies Pharmacol Ther 200 1-12
[2]  
Cortês AL(2022)Acute kidney injury in the inpatient and outpatient setting Crit Care Nurs Clin North Am 34 431-441
[3]  
Silva RCD(2019)Acute kidney injury spectrum in patients with chronic liver disease: Where do we stand? World J Gastroenterol 25 3684-3703
[4]  
Lowe J(2020)Incidence, mortality and predictors of acute kidney injury in patients with cirrhosis: a systematic review and meta-analysis J Clin Transl Hepatol 8 135-142
[5]  
Prieto MC(2019)Acute kidney injury: diagnosis and management Am Fam Physician 100 687-694
[6]  
Silva Lara LD(2016)Kidney biomarkers in cirrhosis J Hepatol 65 809-824
[7]  
Realista S(2021)Biomarker-guided risk assessment for acute kidney injury: time for clinical implementation? Ann Lab Med 41 1-15
[8]  
Chancharoenthana W(2019)Development and validation of a model to predict acute kidney injury in hospitalized patients with cirrhosis Clin Transl Gastroenterol 10 478-2870
[9]  
Leelahavanichkul A(2020)Prediction of the development of acute kidney injury following cardiac surgery by machine learning Critical Care (Lond, Engl) 24 215-470
[10]  
Tariq R(2022)A machine learning-based prediction model for acute kidney injury in patients with congestive heart failure Front Cardiovasc Med 9 2861-53