Augmenting Mortality Prediction in Critically Ill Adults With Medication Data and Machine Learning Models

BACKGROUND:. Mortality prediction in ICU adults is only marginally improved when medication regimen complexity (MRC) data is incorporated into traditional regression models. Machine learning (ML) may improve this prediction. OBJECTIVE:. To compare the performance of different ML approaches incorpora...

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Bibliographic Details
Published in:Critical Care Explorations
Main Authors: Brian Murray, PharmD, Tianyi Zhang, MS, Zhetao Chen, MS, Xianyan Chen, PhD, Bokai Zhao, MSPH, Susan E. Smith, PharmD, John W. Devlin, PharmD, MCCM, FCCP, David J. Murphy, MD, PhD, FCCM, Rishikesan Kamaleswaran, PhD, Andrea Sikora, PharmD, MSCR, FCCM, on behalf of the Medication Regimen Complexity-ICU Investigator Team
Format: Article
Language:English
Published: Wolters Kluwer 2025-10-01
Online Access:http://journals.lww.com/10.1097/CCE.0000000000001331

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http://journals.lww.com/10.1097/CCE.0000000000001331

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