Prasad G Iyer, Karan Sachdeva, Cadman L Leggett, D Chamil Codipilly, Halim Abbas, Kevin Anderson, John B Kisiel, Shahir Asfahan, Samir Awasthi, Praveen Anand, Praveen Kumar M, Shiv Pratap Singh, Sharad Shukla, Sairam Bade, Chandan Mahto, Navjeet Singh, Saurav Yadav, Chinmay Padhye
INTRODUCTION: Screening for Barrett's esophagus (BE) is suggested in those with risk factors but remains underutilized. BE/esophageal adenocarcinoma (EAC) risk prediction tools, integrating multiple risk factors have been described. However, accuracy remains modest (area under the receiver operating curve [AUROC] ≤ 0.7) and clinical implementation has been challenging. We aimed to develop machine learning (ML) BE/EAC risk prediction models from an electronic health record (EHR) database...
September 12, 2023: Clinical and Translational Gastroenterology