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 …
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
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 …
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 …
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” …
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 …
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 …
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 …
the timing of rehospitalization. This study characterizes predictors and causes for …
Development and validation of machine learning models to predict readmission after colorectal surgery
Background Readmission after colorectal surgery is common and often implies
complications for patients and costs for hospitals. Previous works have created predictive …
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
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 …
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
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 …
performed in the USA. Nonetheless, data regarding 11-month period after BSx remain …