Development and validation of a prediction model for the risk of citrate accumulation in critically ill patients with citrate anticoagulation for continuous renal replacement therapy: a retrospective cohort study based on MIMIC-IV database

The model developed based on LASSO-logistic regression can reliably predict the risk of citrate accumulation in critically ill patients with citrate anticoagulation for CRRT, providing valuable guidance for the application of early measures to prevent the occurrence of citrate accumulation and to improve the prognosis of patients.

Authors

Institutions

Publication Details

Journal
BMC Nephrology
Published
2025-04-09
DOI
https://doi.org/10.1186/s12882-025-04106-2
Citations
1
Primary Topic
Acute Kidney Injury Research
Type
article
Field-Weighted Citation Impact
1.43
Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

Development and validation of a prediction model for the risk of citrate accumulation in critically ill patients with citrate anticoagulation for continuous renal replacement therapy: a retrospective cohort study based on MIMIC-IV database

Zhenglong Ye, S.-M. Liu, Zhiqing Hu, Chaoqun Mei et al.
1 citations
BMC Nephrology
Acute Kidney Injury Research
1.43
article

Development and validation of a prediction model for the risk of citrate accumulation in critically ill patients with citrate anticoagulation for continuous renal replacement therapy: a retrospective cohort study based on MIMIC-IV database

Zhenglong Ye, S.-M. Liu, Zhiqing Hu, Chaoqun Mei, Hui Zou
article en
1 citations

Abstract

The model developed based on LASSO-logistic regression can reliably predict the risk of citrate accumulation in critically ill patients with citrate anticoagulation for CRRT, providing valuable guidance for the application of early measures to prevent the occurrence of citrate accumulation and to improve the prognosis of patients.

BMC NephrologyVol. 26(1)
Nanjing Jiangning Hospital (CN)
Good health and well-being
Openalex Percentile: Top 21%
Acute Kidney Injury Research
1.43
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.