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Understanding clinician connections to inform efforts to promote high-quality inflammatory bowel disease care
BACKGROUND: Highly connected individuals disseminate information effectively within their social network. To apply this concept to inflammatory bowel disease (IBD) care and lay the foundation for network interventions to disseminate high-quality treatment, we assessed the need for improving the IBD...
Autores principales: | , , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Public Library of Science
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9794045/ https://www.ncbi.nlm.nih.gov/pubmed/36574370 http://dx.doi.org/10.1371/journal.pone.0279441 |
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author | Cohen-Mekelburg, Shirley Van, Tony Yu, Xianshi Costa, Deena Kelly Manojlovich, Milisa Saini, Sameer Gilmartin, Heather Admon, Andrew J. Resnicow, Ken Higgins, Peter D. R. Siwo, Geoffrey Zhu, Ji Waljee, Akbar K. |
author_facet | Cohen-Mekelburg, Shirley Van, Tony Yu, Xianshi Costa, Deena Kelly Manojlovich, Milisa Saini, Sameer Gilmartin, Heather Admon, Andrew J. Resnicow, Ken Higgins, Peter D. R. Siwo, Geoffrey Zhu, Ji Waljee, Akbar K. |
author_sort | Cohen-Mekelburg, Shirley |
collection | PubMed |
description | BACKGROUND: Highly connected individuals disseminate information effectively within their social network. To apply this concept to inflammatory bowel disease (IBD) care and lay the foundation for network interventions to disseminate high-quality treatment, we assessed the need for improving the IBD practices of highly connected clinicians. We aimed to examine whether highly connected clinicians who treat IBD patients were more likely to provide high-quality treatment than less connected clinicians. METHODS: We used network analysis to examine connections among clinicians who shared patients with IBD in the Veterans Health Administration between 2015–2018. We created a network comprised of clinicians connected by shared patients. We quantified clinician connections using degree centrality (number of clinicians with whom a clinician shares patients), closeness centrality (reach via shared contacts to other clinicians), and betweenness centrality (degree to which a clinician connects clinicians not otherwise connected). Using weighted linear regression, we examined associations between each measure of connection and two IBD quality indicators: low prolonged steroids use, and high steroid-sparing therapy use. RESULTS: We identified 62,971 patients with IBD and linked them to 1,655 gastroenterologists and 7,852 primary care providers. Clinicians with more connections (degree) were more likely to exhibit high-quality treatment (less prolonged steroids beta -0.0268, 95%CI -0.0427, -0.0110, more steroid-sparing therapy beta 0.0967, 95%CI 0.0128, 0.1805). Clinicians who connect otherwise unconnected clinicians (betweenness) displayed more prolonged steroids use (beta 0.0003, 95%CI 0.0001, 0.0006). The presence of variation is more relevant than its magnitude. CONCLUSIONS: Clinicians with a high number of connections provided more high-quality IBD treatments than less connected clinicians, and may be well-positioned for interventions to disseminate high-quality IBD care. However, clinicians who connect clinicians who are otherwise unconnected are more likely to display low-quality IBD treatment. Efforts to improve their quality are needed prior to leveraging their position to disseminate high-quality care. |
format | Online Article Text |
id | pubmed-9794045 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Public Library of Science |
record_format | MEDLINE/PubMed |
spelling | pubmed-97940452022-12-28 Understanding clinician connections to inform efforts to promote high-quality inflammatory bowel disease care Cohen-Mekelburg, Shirley Van, Tony Yu, Xianshi Costa, Deena Kelly Manojlovich, Milisa Saini, Sameer Gilmartin, Heather Admon, Andrew J. Resnicow, Ken Higgins, Peter D. R. Siwo, Geoffrey Zhu, Ji Waljee, Akbar K. PLoS One Research Article BACKGROUND: Highly connected individuals disseminate information effectively within their social network. To apply this concept to inflammatory bowel disease (IBD) care and lay the foundation for network interventions to disseminate high-quality treatment, we assessed the need for improving the IBD practices of highly connected clinicians. We aimed to examine whether highly connected clinicians who treat IBD patients were more likely to provide high-quality treatment than less connected clinicians. METHODS: We used network analysis to examine connections among clinicians who shared patients with IBD in the Veterans Health Administration between 2015–2018. We created a network comprised of clinicians connected by shared patients. We quantified clinician connections using degree centrality (number of clinicians with whom a clinician shares patients), closeness centrality (reach via shared contacts to other clinicians), and betweenness centrality (degree to which a clinician connects clinicians not otherwise connected). Using weighted linear regression, we examined associations between each measure of connection and two IBD quality indicators: low prolonged steroids use, and high steroid-sparing therapy use. RESULTS: We identified 62,971 patients with IBD and linked them to 1,655 gastroenterologists and 7,852 primary care providers. Clinicians with more connections (degree) were more likely to exhibit high-quality treatment (less prolonged steroids beta -0.0268, 95%CI -0.0427, -0.0110, more steroid-sparing therapy beta 0.0967, 95%CI 0.0128, 0.1805). Clinicians who connect otherwise unconnected clinicians (betweenness) displayed more prolonged steroids use (beta 0.0003, 95%CI 0.0001, 0.0006). The presence of variation is more relevant than its magnitude. CONCLUSIONS: Clinicians with a high number of connections provided more high-quality IBD treatments than less connected clinicians, and may be well-positioned for interventions to disseminate high-quality IBD care. However, clinicians who connect clinicians who are otherwise unconnected are more likely to display low-quality IBD treatment. Efforts to improve their quality are needed prior to leveraging their position to disseminate high-quality care. Public Library of Science 2022-12-27 /pmc/articles/PMC9794045/ /pubmed/36574370 http://dx.doi.org/10.1371/journal.pone.0279441 Text en © 2022 Cohen-Mekelburg et al https://creativecommons.org/licenses/by/4.0/This is an open access article distributed under the terms of the Creative Commons Attribution License (https://creativecommons.org/licenses/by/4.0/) , which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited. |
spellingShingle | Research Article Cohen-Mekelburg, Shirley Van, Tony Yu, Xianshi Costa, Deena Kelly Manojlovich, Milisa Saini, Sameer Gilmartin, Heather Admon, Andrew J. Resnicow, Ken Higgins, Peter D. R. Siwo, Geoffrey Zhu, Ji Waljee, Akbar K. Understanding clinician connections to inform efforts to promote high-quality inflammatory bowel disease care |
title | Understanding clinician connections to inform efforts to promote high-quality inflammatory bowel disease care |
title_full | Understanding clinician connections to inform efforts to promote high-quality inflammatory bowel disease care |
title_fullStr | Understanding clinician connections to inform efforts to promote high-quality inflammatory bowel disease care |
title_full_unstemmed | Understanding clinician connections to inform efforts to promote high-quality inflammatory bowel disease care |
title_short | Understanding clinician connections to inform efforts to promote high-quality inflammatory bowel disease care |
title_sort | understanding clinician connections to inform efforts to promote high-quality inflammatory bowel disease care |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9794045/ https://www.ncbi.nlm.nih.gov/pubmed/36574370 http://dx.doi.org/10.1371/journal.pone.0279441 |
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