The Role of Preoperative Abdominal Ultrasound in the Preparation of Patients Undergoing Primary Metabolic and Bariatric Surgery: A Machine Learning Algorithm on 4418 Patients' Records.
Mohamed HanyMohamed El ShafeiMohamed IbrahimAnn Samy Shafiq AgaybyAnwar Ashraf AbouelnasrMoustafa R AboelsoudEhab ElmonguiBart TorensmaPublished in: Obesity surgery (2024)
Our study found that preoperative ultrasound demonstrated clinical utility for a subset of patients undergoing metabolic bariatric surgery. Specifically, 15.9% of the cohort benefited from the identification of chronic calculous cholecystitis, leading to concomitant cholecystectomy. Additionally, surgery was postponed in 1.4% of the cases due to other findings. While these findings indicate a potential benefit in certain cases, further research, including a cost-benefit analysis, is necessary to fully evaluate routine preoperative ultrasound's overall utility and economic impact in this patient population.
Keyphrases
- patients undergoing
- bariatric surgery
- machine learning
- magnetic resonance imaging
- weight loss
- end stage renal disease
- obese patients
- newly diagnosed
- ejection fraction
- minimally invasive
- ultrasound guided
- chronic kidney disease
- contrast enhanced ultrasound
- prognostic factors
- case report
- artificial intelligence
- computed tomography
- deep learning
- coronary artery bypass
- clinical practice
- acute coronary syndrome
- mass spectrometry
- patient reported
- bioinformatics analysis