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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...

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Autores principales: Spann, Ashley, Bishop, Kristy M., Weitkamp, Asli O., Stenner, Shane P., Nelson, Scott D., Izzy, Manhal
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Lippincott Williams & Wilkins 2023
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.
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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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