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MARCH 20, 2025

Machine Learning Improves Fluid Overload Prediction in ICU

By Gina Shaw

A machine learning (ML)-identified medication cluster more accurately predicts fluid overload (FO) in ICU patients than traditional prediction models, according to a new study from the MRC-ICU Investigator Team, a multicenter group of researchers focused on data-driven, optimal pharmacotherapeutic care for critical care patients (Pharmacotherapy 2025;45[2]:76-86). 

This result also suggests that artificial intelligence could be used to identify other medication-related