Development of a Multivariable Machine Learning Model for the Prediction of Postoperative Ileus After Radical Cystectomy

Based on our data, ML models can effectively predict POI after RC, especially with logistic regression and random forest. The identification of relevant predictors may contribute meaningfully to potential applications in risk stratification and personalized care.

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Publication Details

Journal
Journal of Surgical Oncology
Published
2025-12-09
DOI
https://doi.org/10.1002/jso.70161
Citations
1
Primary Topic
Bladder and Urothelial Cancer Treatments
Type
article
Field-Weighted Citation Impact
2.01
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article

Development of a Multivariable Machine Learning Model for the Prediction of Postoperative Ileus After Radical Cystectomy

Pushan Prabhakar, Mahmoud Eldefrawy, Sai Raghavendra Sridhar, Yanjia Zhang et al.
1 citations
Journal of Surgical Oncology
Bladder and Urothelial Cancer Treatments
2.01
article

Development of a Multivariable Machine Learning Model for the Prediction of Postoperative Ileus After Radical Cystectomy

Pushan Prabhakar, Mahmoud Eldefrawy, Sai Raghavendra Sridhar, Yanjia Zhang, Deerush Kannan Sakthivel, Arjun Pon Avudaiappan, Murugesan Manoharan, Mohamed Javid Raja Iyub
article en
1 citations

Abstract

Based on our data, ML models can effectively predict POI after RC, especially with logistic regression and random forest. The identification of relevant predictors may contribute meaningfully to potential applications in risk stratification and personalized care.

Journal of Surgical OncologyVol. 133(2)
Baptist Hospital of Miami (US), The University of Texas at Dallas (US), Florida International University (US), Baptist Health South Florida (US), Midwestern State University (US)
Openalex Percentile: Top 10%
Bladder and Urothelial Cancer Treatments
2.01
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