Physical activity trends as predictors of postoperative complications in oncology patients: A machine learning approach

This exploratory study showed that postoperative activity trends alone were insufficient to predict complications after major oncological surgery. Combining accelerometer, physiological, and laboratory data may improve predictive accuracy and overall clinical value in perioperative care.

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Publication Details

Journal
Digital Health
Published
2025-05-01
DOI
https://doi.org/10.1177/20552076251408520
Primary Topic
Surgical Simulation and Training
Type
article
Field-Weighted Citation Impact
0.00
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article

Physical activity trends as predictors of postoperative complications in oncology patients: A machine learning approach

Petra Bor, Cindy Veenhof, Jan willem Van de Berg, Richard P. Meijer et al.
Digital Health
Surgical Simulation and Training
article

Physical activity trends as predictors of postoperative complications in oncology patients: A machine learning approach

Petra Bor, Cindy Veenhof, Jan willem Van de Berg, Richard P. Meijer, Karin Valkenet, Sjoerd de Vries, Laura Veerhoek, C. Llorente
article en

Abstract

This exploratory study showed that postoperative activity trends alone were insufficient to predict complications after major oncological surgery. Combining accelerometer, physiological, and laboratory data may improve predictive accuracy and overall clinical value in perioperative care.

Digital HealthVol. 11
University of Applied Sciences Utrecht (NL), University Medical Center Utrecht (NL)
Openalex Percentile: Top 27%
Surgical Simulation and Training
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