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Assessing the Documentation of Social Determinants of Health for Lung Cancer Patients in Clinical Narratives

Social determinants of health (SDoH) are important factors associated with cancer risk and treatment outcomes. There is an increasing interest in exploring SDoH captured in electronic health records (EHRs) to assess cancer risk and outcomes; however, most SDoH are only captured in free-text clinical...

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Detalles Bibliográficos
Autores principales: Yu, Zehao, Yang, Xi, Guo, Yi, Bian, Jiang, Wu, Yonghui
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Frontiers Media S.A. 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8995779/
https://www.ncbi.nlm.nih.gov/pubmed/35419333
http://dx.doi.org/10.3389/fpubh.2022.778463
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author Yu, Zehao
Yang, Xi
Guo, Yi
Bian, Jiang
Wu, Yonghui
author_facet Yu, Zehao
Yang, Xi
Guo, Yi
Bian, Jiang
Wu, Yonghui
author_sort Yu, Zehao
collection PubMed
description Social determinants of health (SDoH) are important factors associated with cancer risk and treatment outcomes. There is an increasing interest in exploring SDoH captured in electronic health records (EHRs) to assess cancer risk and outcomes; however, most SDoH are only captured in free-text clinical narratives such as physicians' notes that are not readily accessible. In this study, we applied a natural language processing (NLP) system to identify 15 categories of SDoH from a total of 10,855 lung cancer patients at the University of Florida Health. We aggregated the SDoH concepts into patient-level and assessed how each of the 15 categories of SDoH were documented in cancer patient's notes. To the best of our knowledge, this is one of the first studies to examine the documentation of SDoH in clinical narratives from a real-world lung cancer patient cohort. This study could guide future studies to better utilize SDoH information documented in clinical narratives.
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spelling pubmed-89957792022-04-12 Assessing the Documentation of Social Determinants of Health for Lung Cancer Patients in Clinical Narratives Yu, Zehao Yang, Xi Guo, Yi Bian, Jiang Wu, Yonghui Front Public Health Public Health Social determinants of health (SDoH) are important factors associated with cancer risk and treatment outcomes. There is an increasing interest in exploring SDoH captured in electronic health records (EHRs) to assess cancer risk and outcomes; however, most SDoH are only captured in free-text clinical narratives such as physicians' notes that are not readily accessible. In this study, we applied a natural language processing (NLP) system to identify 15 categories of SDoH from a total of 10,855 lung cancer patients at the University of Florida Health. We aggregated the SDoH concepts into patient-level and assessed how each of the 15 categories of SDoH were documented in cancer patient's notes. To the best of our knowledge, this is one of the first studies to examine the documentation of SDoH in clinical narratives from a real-world lung cancer patient cohort. This study could guide future studies to better utilize SDoH information documented in clinical narratives. Frontiers Media S.A. 2022-03-28 /pmc/articles/PMC8995779/ /pubmed/35419333 http://dx.doi.org/10.3389/fpubh.2022.778463 Text en Copyright © 2022 Yu, Yang, Guo, Bian and Wu. https://creativecommons.org/licenses/by/4.0/This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.
spellingShingle Public Health
Yu, Zehao
Yang, Xi
Guo, Yi
Bian, Jiang
Wu, Yonghui
Assessing the Documentation of Social Determinants of Health for Lung Cancer Patients in Clinical Narratives
title Assessing the Documentation of Social Determinants of Health for Lung Cancer Patients in Clinical Narratives
title_full Assessing the Documentation of Social Determinants of Health for Lung Cancer Patients in Clinical Narratives
title_fullStr Assessing the Documentation of Social Determinants of Health for Lung Cancer Patients in Clinical Narratives
title_full_unstemmed Assessing the Documentation of Social Determinants of Health for Lung Cancer Patients in Clinical Narratives
title_short Assessing the Documentation of Social Determinants of Health for Lung Cancer Patients in Clinical Narratives
title_sort assessing the documentation of social determinants of health for lung cancer patients in clinical narratives
topic Public Health
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8995779/
https://www.ncbi.nlm.nih.gov/pubmed/35419333
http://dx.doi.org/10.3389/fpubh.2022.778463
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