Unsupervised machine learning analysis to identify patterns of ICU medication use for fluid overload prediction.

Citation
Henry K, Deng S, Chen X, Zhang T, Devlin JW, Murphy DJ, Smith SE, Murray B, Kamaleswaran R, Most A, Sikora A; MRC‐ICU Investigator Team. Unsupervised machine learning analysis to identify patterns of ICU medication use for fluid overload prediction. Pharmacotherapy. 2025 Feb;45(2):76-86. doi: 10.1002/phar.4642. Epub 2025 Jan 3. PMID: 39749877; PMCID: PMC11834896.
Link
https://pubmed.ncbi.nlm.nih.gov/39749877/
Principal Investigator
Sikora, Andrea
Project Name
Artificial Intelligence-Based Health Information Technology Tools to Optimize Critical Care Pharmacist Resources Through Adverse Drug Event Prediction
Technology
Machine Learning
Medication Management System
Population
Patient
Research Method
Quantitative
Retrospective