Development of an AI algorithm for early identification of MASLD in the electronic health record

We developed an AI algorithm that can perform a large-scale review of electronic health records to identify patients with MASLD with >93% accuracy. Our initial analysis suggests that a substantial proportion of individuals meeting MASLD criteria do not yet carry a MASLD-related diagnosis. Our work can be adapted by other institutions to enhance the detection of MASLD and alcohol use patterns, allowing for targeted interventions to prevent disease progression and improve outcomes.

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Publication Details

Journal
Hepatology Communications
Published
2025-12-01
DOI
https://doi.org/10.1097/hc9.0000000000000834
Primary Topic
Alcoholism and Thiamine Deficiency
Type
article
Field-Weighted Citation Impact
0.00
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article

Development of an AI algorithm for early identification of MASLD in the electronic health record

James D. Perkins, Rotonya M. Carr, Manish Dhyani, Graham Stuart et al.
Hepatology Communications
Alcoholism and Thiamine Deficiency
article

Development of an AI algorithm for early identification of MASLD in the electronic health record

James D. Perkins, Rotonya M. Carr, Manish Dhyani, Graham Stuart, Marion Granich, Ashley Dotson, J. Yeung, Arthi Thirumalai, Katya Swarts
article en

Abstract

We developed an AI algorithm that can perform a large-scale review of electronic health records to identify patients with MASLD with >93% accuracy. Our initial analysis suggests that a substantial proportion of individuals meeting MASLD criteria do not yet carry a MASLD-related diagnosis. Our work can be adapted by other institutions to enhance the detection of MASLD and alcohol use patterns, allowing for targeted interventions to prevent disease progression and improve outcomes.

Hepatology CommunicationsVol. 9(12)
University of Washington (US)
Openalex Percentile: Top 48%
Alcoholism and Thiamine Deficiency
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