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Clinical decision support automates care gap detection among primary care patients with nonalcoholic fatty liver disease
Although guidelines recommend primary care–driven management of NAFLD, workflow constraints hinder feasibility. Leveraging electronic health records to risk stratify patients proposes a scalable, workflow-integrated strategy. MATERIALS AND METHODS: We prospectively evaluated an electronic health rec...
Autores principales: | , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Lippincott Williams & Wilkins
2023
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9915945/ https://www.ncbi.nlm.nih.gov/pubmed/36757410 http://dx.doi.org/10.1097/HC9.0000000000000035 |
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author | Spann, Ashley Bishop, Kristy M. Weitkamp, Asli O. Stenner, Shane P. Nelson, Scott D. Izzy, Manhal |
author_facet | Spann, Ashley Bishop, Kristy M. Weitkamp, Asli O. Stenner, Shane P. Nelson, Scott D. Izzy, Manhal |
author_sort | Spann, Ashley |
collection | PubMed |
description | Although guidelines recommend primary care–driven management of NAFLD, workflow constraints hinder feasibility. Leveraging electronic health records to risk stratify patients proposes a scalable, workflow-integrated strategy. MATERIALS AND METHODS: We prospectively evaluated an electronic health record-embedded clinical decision support system’s ability to risk stratify patients with NAFLD and detect gaps in care. Patients missing annual laboratory testing to calculate Fibrosis-4 Score (FIB-4) or those missing necessary linkage to further care were considered to have a gap in care. Linkage to care was defined as either referral for elastography-based testing or for consultation in hepatology clinic depending on clinical and biochemical characteristics. RESULTS: Patients with NAFLD often lacked annual screening labs within primary care settings (1129/2154; 52%). Linkage to care was low in all categories, with <3% of patients with abnormal FIB-4 undergoing further evaluation. DISCUSSION: Significant care gaps exist within primary care for screening and risk stratification of patients with NAFLD and can be efficiently addressed using electronic health record functionality. |
format | Online Article Text |
id | pubmed-9915945 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | Lippincott Williams & Wilkins |
record_format | MEDLINE/PubMed |
spelling | pubmed-99159452023-03-16 Clinical decision support automates care gap detection among primary care patients with nonalcoholic fatty liver disease Spann, Ashley Bishop, Kristy M. Weitkamp, Asli O. Stenner, Shane P. Nelson, Scott D. Izzy, Manhal Hepatol Commun Research Letter Although guidelines recommend primary care–driven management of NAFLD, workflow constraints hinder feasibility. Leveraging electronic health records to risk stratify patients proposes a scalable, workflow-integrated strategy. MATERIALS AND METHODS: We prospectively evaluated an electronic health record-embedded clinical decision support system’s ability to risk stratify patients with NAFLD and detect gaps in care. Patients missing annual laboratory testing to calculate Fibrosis-4 Score (FIB-4) or those missing necessary linkage to further care were considered to have a gap in care. Linkage to care was defined as either referral for elastography-based testing or for consultation in hepatology clinic depending on clinical and biochemical characteristics. RESULTS: Patients with NAFLD often lacked annual screening labs within primary care settings (1129/2154; 52%). Linkage to care was low in all categories, with <3% of patients with abnormal FIB-4 undergoing further evaluation. DISCUSSION: Significant care gaps exist within primary care for screening and risk stratification of patients with NAFLD and can be efficiently addressed using electronic health record functionality. Lippincott Williams & Wilkins 2023-02-09 /pmc/articles/PMC9915945/ /pubmed/36757410 http://dx.doi.org/10.1097/HC9.0000000000000035 Text en Copyright © 2023 The Author(s). Published by Wolters Kluwer Health, Inc. on behalf of the American Association for the Study of Liver Diseases. https://creativecommons.org/licenses/by/4.0/This is an open access article distributed under the Creative Commons Attribution License 4.0 (https://creativecommons.org/licenses/by/4.0/) (CCBY), which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited. http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) |
spellingShingle | Research Letter Spann, Ashley Bishop, Kristy M. Weitkamp, Asli O. Stenner, Shane P. Nelson, Scott D. Izzy, Manhal Clinical decision support automates care gap detection among primary care patients with nonalcoholic fatty liver disease |
title | Clinical decision support automates care gap detection among primary care patients with nonalcoholic fatty liver disease |
title_full | Clinical decision support automates care gap detection among primary care patients with nonalcoholic fatty liver disease |
title_fullStr | Clinical decision support automates care gap detection among primary care patients with nonalcoholic fatty liver disease |
title_full_unstemmed | Clinical decision support automates care gap detection among primary care patients with nonalcoholic fatty liver disease |
title_short | Clinical decision support automates care gap detection among primary care patients with nonalcoholic fatty liver disease |
title_sort | clinical decision support automates care gap detection among primary care patients with nonalcoholic fatty liver disease |
topic | Research Letter |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9915945/ https://www.ncbi.nlm.nih.gov/pubmed/36757410 http://dx.doi.org/10.1097/HC9.0000000000000035 |
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