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Beyond ICD-10 Codes: A Multi-class Machine-Learning Approach to Identify True IBD Cases in Electronic Medical Records.

O. Noble Poojasree Pasupuleti Fadi Shehadeh Dheeraj Reddy Claire Sweeney Rasha O. Bara Megan Lewis E. Quigley Bincy P. Abraham Christopher Fan
Aug 2026 · Digestive Diseases and Sciences · 0 citations · 21 references
Medicine

TL;DR

The authors' multi-class ML approach improved IBD classification compared to ICD-10 codes, increasing the PPV from 65 to over 90%.

DOI PubMed Semantic Scholar
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