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Social determinants of health derived from people with opioid use disorder: Improving data collection, integration and use with cross-domain collaboration and reproducible, data-centric, notebook-style workflows

Deriving social determinants of health from underserved populations is an important step in the process of improving the well-being of these populations and in driving policy improvements to facilitate positive change in health outcomes. Collection, integration, and effective use of clinical data fo...

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Detalles Bibliográficos
Autores principales: Markatou, Marianthi, Kennedy, Oliver, Brachmann, Michael, Mukhopadhyay, Raktim, Dharia, Arpan, Talal, Andrew H.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Frontiers Media S.A. 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10017859/
https://www.ncbi.nlm.nih.gov/pubmed/36936205
http://dx.doi.org/10.3389/fmed.2023.1076794
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author Markatou, Marianthi
Kennedy, Oliver
Brachmann, Michael
Mukhopadhyay, Raktim
Dharia, Arpan
Talal, Andrew H.
author_facet Markatou, Marianthi
Kennedy, Oliver
Brachmann, Michael
Mukhopadhyay, Raktim
Dharia, Arpan
Talal, Andrew H.
author_sort Markatou, Marianthi
collection PubMed
description Deriving social determinants of health from underserved populations is an important step in the process of improving the well-being of these populations and in driving policy improvements to facilitate positive change in health outcomes. Collection, integration, and effective use of clinical data for this purpose presents a variety of specific challenges. We assert that combining expertise from three distinct domains, specifically, medical, statistical, and computer and data science can be applied along with provenance-aware, self-documenting workflow tools. This combination permits data integration and facilitates the creation of reproducible workflows and usable (reproducible) results from the sensitive and disparate sources of clinical data that exist for underserved populations.
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spelling pubmed-100178592023-03-17 Social determinants of health derived from people with opioid use disorder: Improving data collection, integration and use with cross-domain collaboration and reproducible, data-centric, notebook-style workflows Markatou, Marianthi Kennedy, Oliver Brachmann, Michael Mukhopadhyay, Raktim Dharia, Arpan Talal, Andrew H. Front Med (Lausanne) Medicine Deriving social determinants of health from underserved populations is an important step in the process of improving the well-being of these populations and in driving policy improvements to facilitate positive change in health outcomes. Collection, integration, and effective use of clinical data for this purpose presents a variety of specific challenges. We assert that combining expertise from three distinct domains, specifically, medical, statistical, and computer and data science can be applied along with provenance-aware, self-documenting workflow tools. This combination permits data integration and facilitates the creation of reproducible workflows and usable (reproducible) results from the sensitive and disparate sources of clinical data that exist for underserved populations. Frontiers Media S.A. 2023-03-02 /pmc/articles/PMC10017859/ /pubmed/36936205 http://dx.doi.org/10.3389/fmed.2023.1076794 Text en Copyright © 2023 Markatou, Kennedy, Brachmann, Mukhopadhyay, Dharia and Talal. 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 Medicine
Markatou, Marianthi
Kennedy, Oliver
Brachmann, Michael
Mukhopadhyay, Raktim
Dharia, Arpan
Talal, Andrew H.
Social determinants of health derived from people with opioid use disorder: Improving data collection, integration and use with cross-domain collaboration and reproducible, data-centric, notebook-style workflows
title Social determinants of health derived from people with opioid use disorder: Improving data collection, integration and use with cross-domain collaboration and reproducible, data-centric, notebook-style workflows
title_full Social determinants of health derived from people with opioid use disorder: Improving data collection, integration and use with cross-domain collaboration and reproducible, data-centric, notebook-style workflows
title_fullStr Social determinants of health derived from people with opioid use disorder: Improving data collection, integration and use with cross-domain collaboration and reproducible, data-centric, notebook-style workflows
title_full_unstemmed Social determinants of health derived from people with opioid use disorder: Improving data collection, integration and use with cross-domain collaboration and reproducible, data-centric, notebook-style workflows
title_short Social determinants of health derived from people with opioid use disorder: Improving data collection, integration and use with cross-domain collaboration and reproducible, data-centric, notebook-style workflows
title_sort social determinants of health derived from people with opioid use disorder: improving data collection, integration and use with cross-domain collaboration and reproducible, data-centric, notebook-style workflows
topic Medicine
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10017859/
https://www.ncbi.nlm.nih.gov/pubmed/36936205
http://dx.doi.org/10.3389/fmed.2023.1076794
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