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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...
Autores principales: | , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Frontiers Media S.A.
2023
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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. |
format | Online Article Text |
id | pubmed-10017859 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | Frontiers Media S.A. |
record_format | MEDLINE/PubMed |
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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