Regression and Random Forest Machine Learning Have Limited Performance in Predicting Bowel Preparation in Veteran Population.

Jacob E KurlanderAkbar K WaljeeStacy B MeneesRachel LipsonAlex N KokalyAndrew J ReadKarmel S ShehadehAmy CohnSameer D Saini

Published in: Digestive diseases and sciences (2021)

LR and RFML had similar performance in predicting bowel preparation, which was modest and likely insufficient for use in practice. Future research is needed to identify additional predictor variables and to test other machine learning algorithms. At present, endoscopy units should focus on universal strategies to enhance preparation adequacy.

Keyphrases

machine learning
molecularly imprinted
artificial intelligence
big data
primary care
healthcare
deep learning
climate change
quality improvement
mass spectrometry