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Disparities in cannabis use and documentation in electronic health records among children and young adults

The legalizations of medical and recreational cannabis have generated a great deal of interest in studying the health impacts of cannabis products. Despite increases in cannabis use, its documentation during clinical visits is not yet mainstream. This lack of information hampers efforts to study can...

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Autores principales: Tavabi, Nazgol, Raza, Marium, Singh, Mallika, Golchin, Shahriar, Singh, Harsev, Hogue, Grant D., Kiapour, Ata M.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group UK 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10409778/
https://www.ncbi.nlm.nih.gov/pubmed/37553423
http://dx.doi.org/10.1038/s41746-023-00885-w
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author Tavabi, Nazgol
Raza, Marium
Singh, Mallika
Golchin, Shahriar
Singh, Harsev
Hogue, Grant D.
Kiapour, Ata M.
author_facet Tavabi, Nazgol
Raza, Marium
Singh, Mallika
Golchin, Shahriar
Singh, Harsev
Hogue, Grant D.
Kiapour, Ata M.
author_sort Tavabi, Nazgol
collection PubMed
description The legalizations of medical and recreational cannabis have generated a great deal of interest in studying the health impacts of cannabis products. Despite increases in cannabis use, its documentation during clinical visits is not yet mainstream. This lack of information hampers efforts to study cannabis’s effects on health outcomes. A clear and in-depth understanding of current trends in cannabis use documentation is necessary to develop proper guidelines to screen and document cannabis use. Here we have developed and used a natural language processing pipeline to evaluate the trends and disparities in cannabis documentation. The pipeline includes a screening step to identify clinical notes with cannabis use documentation which is then fed into a BERT-based classifier to confirm positive use. This pipeline is applied to more than 23 million notes from a large cohort of 370,087 patients seen in a high-volume multi-site pediatric and young adult clinic over a period of 21 years. Our findings show a very low but growing rate of cannabis use documentation (<2%) in electronic health records with significant demographic and socioeconomic disparities in both documentation and positive use, which requires further attention.
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spelling pubmed-104097782023-08-10 Disparities in cannabis use and documentation in electronic health records among children and young adults Tavabi, Nazgol Raza, Marium Singh, Mallika Golchin, Shahriar Singh, Harsev Hogue, Grant D. Kiapour, Ata M. NPJ Digit Med Article The legalizations of medical and recreational cannabis have generated a great deal of interest in studying the health impacts of cannabis products. Despite increases in cannabis use, its documentation during clinical visits is not yet mainstream. This lack of information hampers efforts to study cannabis’s effects on health outcomes. A clear and in-depth understanding of current trends in cannabis use documentation is necessary to develop proper guidelines to screen and document cannabis use. Here we have developed and used a natural language processing pipeline to evaluate the trends and disparities in cannabis documentation. The pipeline includes a screening step to identify clinical notes with cannabis use documentation which is then fed into a BERT-based classifier to confirm positive use. This pipeline is applied to more than 23 million notes from a large cohort of 370,087 patients seen in a high-volume multi-site pediatric and young adult clinic over a period of 21 years. Our findings show a very low but growing rate of cannabis use documentation (<2%) in electronic health records with significant demographic and socioeconomic disparities in both documentation and positive use, which requires further attention. Nature Publishing Group UK 2023-08-08 /pmc/articles/PMC10409778/ /pubmed/37553423 http://dx.doi.org/10.1038/s41746-023-00885-w Text en © The Author(s) 2023 https://creativecommons.org/licenses/by/4.0/Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license, and indicate if changes were made. The images or other third party material in this article are included in the article’s Creative Commons license, unless indicated otherwise in a credit line to the material. If material is not included in the article’s Creative Commons license and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this license, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) .
spellingShingle Article
Tavabi, Nazgol
Raza, Marium
Singh, Mallika
Golchin, Shahriar
Singh, Harsev
Hogue, Grant D.
Kiapour, Ata M.
Disparities in cannabis use and documentation in electronic health records among children and young adults
title Disparities in cannabis use and documentation in electronic health records among children and young adults
title_full Disparities in cannabis use and documentation in electronic health records among children and young adults
title_fullStr Disparities in cannabis use and documentation in electronic health records among children and young adults
title_full_unstemmed Disparities in cannabis use and documentation in electronic health records among children and young adults
title_short Disparities in cannabis use and documentation in electronic health records among children and young adults
title_sort disparities in cannabis use and documentation in electronic health records among children and young adults
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10409778/
https://www.ncbi.nlm.nih.gov/pubmed/37553423
http://dx.doi.org/10.1038/s41746-023-00885-w
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