Nitin Jagtap, Rakesh Kalapala, Hardik Rughwani, Aniruddha Pratap Singh, Pradev Inavolu, Mohan Ramchandani, Sundeep Lakhtakia, P Manohar Reddy, Anuradha Sekaran, Manu Tandan, Zaheer Nabi, Jahangeer Basha, Rajesh Gupta, Sana Fathima Memon, G Venkat Rao, Prateek Sharma, D Nageshwar Reddy
AIMS: There is limited data on the prevalence and risk factors of colonic adenoma from the Indian sub-continent. We aimed at developing a machine-learning model to optimize colonic adenoma detection in a prospective cohort. METHODS: All consecutive adult patients undergoing diagnostic colonoscopy were enrolled between October 2020 and November 2022. Patients with a high risk of colonic adenoma were excluded. The predictive model was developed using the gradient-boosting machine (GBM)-learning method...
May 17, 2024: Indian Journal of Gastroenterology: Official Journal of the Indian Society of Gastroenterology