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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...
Autores principales: | , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Frontiers Media S.A.
2022
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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. |
format | Online Article Text |
id | pubmed-8995779 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Frontiers Media S.A. |
record_format | MEDLINE/PubMed |
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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