Predicting readmission after bariatric surgery using machine learning

LR Butler, KA Chen, J Hsu, MR Kapadia… - Surgery for Obesity and …, 2023 - Elsevier
Background While bariatric surgery is an effective method for achieving long-term weight
loss, postoperative readmissions are associated with negative clinical outcomes and …

Using the Super Learner algorithm to predict risk of 30-day readmission after bariatric surgery in the United States

M Torquati, M Mendis, H Xu, AA Myneni, K Noyes… - Surgery, 2022 - Elsevier
Background Risk prediction models that estimate patient probabilities of adverse events are
commonly deployed in bariatric surgery. The objective was to validate a machine learning …

Trends in risk factors for readmission after bariatric surgery 2015–2018

MKD Landin, A Gordee, RC Lerebours… - Surgery for Obesity and …, 2022 - Elsevier
Background Readmission after bariatric surgery is multifactorial. Understanding the trends in
risk factors for readmission provides opportunity to optimize patients prior to surgery identify …

An analysis of readmission trends by urgency and race/ethnicity in the MBSAQIP registry, 2015–2018

SM O'Neill, B Needleman, V Narula, S Brethauer… - Surgery for obesity and …, 2022 - Elsevier
Background Large-scale analyses stratifying bariatric surgery readmissions by urgency are
lacking. Objectives Identify predictors of urgent/nonurgent readmission among “ideal” …

Predictors of hospital readmission after bariatric surgery

CR Abraham, CR Werter, A Ata, YM Hazimeh… - Journal of the American …, 2015 - Elsevier
Background Identification of factors that might predict readmission after bariatric surgery
could help surgeons target high-risk patients. The purpose of this study was to identify …

Racial disparity in causes for readmission following bariatric surgery

MA Edwards, S Coombs, A Spaulding - Surgery for Obesity and Related …, 2022 - Elsevier
Background Readmission after bariatric surgery is not cost-effective and is a preventable
quality metric within standardized practices. However, reasons for readmission among …

Stratification of readmission after bariatric surgery by day of post-discharge presentation

AM Al-Mazrou, MV Cruz, G Dakin, O Bellorin, A Pomp… - Obesity Surgery, 2021 - Springer
Abstract Introduction/Purpose Reasons of postoperative readmissions may vary based on
the timing of rehospitalization. This study characterizes predictors and causes for …

Development and validation of machine learning models to predict readmission after colorectal surgery

KA Chen, CU Joisa, KB Stitzenberg, J Stem… - Journal of …, 2022 - Elsevier
Background Readmission after colorectal surgery is common and often implies
complications for patients and costs for hospitals. Previous works have created predictive …

Rates and predictors of 30-day readmissions in patients undergoing bariatric surgery in the US: a nationwide study

S Sharma, M Aziz, I Vohra, F Kamal, A Acharya, Z Khan… - Obesity Surgery, 2021 - Springer
Background Among various therapeutic options for morbid obesity, bariatric surgery (BS) is
now considered one of the most effective methods of weight loss. We decided to perform an …

Incidence, burden, and predictors of 11-month readmission in patients undergoing bariatric surgery

DH Kim, FJ Lukens, D Ko, M Salazar, PT Kröner, EF Elli… - Obesity Surgery, 2023 - Springer
Abstract Background Bariatric surgery (BSx) is one of the most common surgical procedures
performed in the USA. Nonetheless, data regarding 11-month period after BSx remain …