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Optimal allocation of physicians improves accessibility and workload disparities in stroke care
BACKGROUND: Inequalities in access to stroke care and the workload of physicians have been a challenge in recent times. This may be resolved by allocating physicians suitable for the expected demand. Therefore, this study analyzes whether reallocation using an optimization model reduces disparities...
Autores principales: | , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
BioMed Central
2023
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10631210/ https://www.ncbi.nlm.nih.gov/pubmed/37936211 http://dx.doi.org/10.1186/s12939-023-02036-9 |
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author | Ohashi, Kazuki Osanai, Toshiya Bando, Kyohei Fujiwara, Kensuke Tanikawa, Takumi Tani, Yuji Takamiya, Soichiro Sato, Hirotaka Morii, Yasuhiro Ishikawa, Tomoki Ogasawara, Katsuhiko |
author_facet | Ohashi, Kazuki Osanai, Toshiya Bando, Kyohei Fujiwara, Kensuke Tanikawa, Takumi Tani, Yuji Takamiya, Soichiro Sato, Hirotaka Morii, Yasuhiro Ishikawa, Tomoki Ogasawara, Katsuhiko |
author_sort | Ohashi, Kazuki |
collection | PubMed |
description | BACKGROUND: Inequalities in access to stroke care and the workload of physicians have been a challenge in recent times. This may be resolved by allocating physicians suitable for the expected demand. Therefore, this study analyzes whether reallocation using an optimization model reduces disparities in spatial access to healthcare and excessive workload. METHODS: This study targeted neuroendovascular specialists and primary stroke centers in Japan and employed an optimization model for reallocating neuroendovascular specialists to reduce the disparity in spatial accessibility to stroke treatment and workload for neuroendovascular specialists in Japan. A two-step floating catchment area method and an inverted two-step floating catchment area method were used to estimate the spatial accessibility and workload of neuroendovascular specialists as a potential crowdedness index. Quadratic programming has been proposed for the reallocation of neuroendovascular specialists. RESULTS: The reallocation of neuroendovascular specialists reduced the disparity in spatial accessibility and the potential crowdedness index. The standard deviation (SD) of the demand-weighted spatial accessibility index improved from 125.625 to 97.625. Simultaneously, the weighted median spatial accessibility index increased from 2.811 to 3.929. Additionally, the SD of the potential crowdedness index for estimating workload disparity decreased from 10,040.36 to 5934.275 after optimization. The sensitivity analysis also showed a similar trend of reducing disparities. CONCLUSIONS: The reallocation of neuroendovascular specialists reduced regional disparities in spatial accessibility to healthcare, potential crowdedness index, and disparities between facilities. Our findings contribute to planning health policies to realize equity throughout the healthcare system. SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1186/s12939-023-02036-9. |
format | Online Article Text |
id | pubmed-10631210 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | BioMed Central |
record_format | MEDLINE/PubMed |
spelling | pubmed-106312102023-11-07 Optimal allocation of physicians improves accessibility and workload disparities in stroke care Ohashi, Kazuki Osanai, Toshiya Bando, Kyohei Fujiwara, Kensuke Tanikawa, Takumi Tani, Yuji Takamiya, Soichiro Sato, Hirotaka Morii, Yasuhiro Ishikawa, Tomoki Ogasawara, Katsuhiko Int J Equity Health Research BACKGROUND: Inequalities in access to stroke care and the workload of physicians have been a challenge in recent times. This may be resolved by allocating physicians suitable for the expected demand. Therefore, this study analyzes whether reallocation using an optimization model reduces disparities in spatial access to healthcare and excessive workload. METHODS: This study targeted neuroendovascular specialists and primary stroke centers in Japan and employed an optimization model for reallocating neuroendovascular specialists to reduce the disparity in spatial accessibility to stroke treatment and workload for neuroendovascular specialists in Japan. A two-step floating catchment area method and an inverted two-step floating catchment area method were used to estimate the spatial accessibility and workload of neuroendovascular specialists as a potential crowdedness index. Quadratic programming has been proposed for the reallocation of neuroendovascular specialists. RESULTS: The reallocation of neuroendovascular specialists reduced the disparity in spatial accessibility and the potential crowdedness index. The standard deviation (SD) of the demand-weighted spatial accessibility index improved from 125.625 to 97.625. Simultaneously, the weighted median spatial accessibility index increased from 2.811 to 3.929. Additionally, the SD of the potential crowdedness index for estimating workload disparity decreased from 10,040.36 to 5934.275 after optimization. The sensitivity analysis also showed a similar trend of reducing disparities. CONCLUSIONS: The reallocation of neuroendovascular specialists reduced regional disparities in spatial accessibility to healthcare, potential crowdedness index, and disparities between facilities. Our findings contribute to planning health policies to realize equity throughout the healthcare system. SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1186/s12939-023-02036-9. BioMed Central 2023-11-07 /pmc/articles/PMC10631210/ /pubmed/37936211 http://dx.doi.org/10.1186/s12939-023-02036-9 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 licence, and indicate if changes were made. The images or other third party material in this article are included in the article’s Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article’s Creative Commons licence 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 licence, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) . The Creative Commons Public Domain Dedication waiver (http://creativecommons.org/publicdomain/zero/1.0/ (https://creativecommons.org/publicdomain/zero/1.0/) ) applies to the data made available in this article, unless otherwise stated in a credit line to the data. |
spellingShingle | Research Ohashi, Kazuki Osanai, Toshiya Bando, Kyohei Fujiwara, Kensuke Tanikawa, Takumi Tani, Yuji Takamiya, Soichiro Sato, Hirotaka Morii, Yasuhiro Ishikawa, Tomoki Ogasawara, Katsuhiko Optimal allocation of physicians improves accessibility and workload disparities in stroke care |
title | Optimal allocation of physicians improves accessibility and workload disparities in stroke care |
title_full | Optimal allocation of physicians improves accessibility and workload disparities in stroke care |
title_fullStr | Optimal allocation of physicians improves accessibility and workload disparities in stroke care |
title_full_unstemmed | Optimal allocation of physicians improves accessibility and workload disparities in stroke care |
title_short | Optimal allocation of physicians improves accessibility and workload disparities in stroke care |
title_sort | optimal allocation of physicians improves accessibility and workload disparities in stroke care |
topic | Research |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10631210/ https://www.ncbi.nlm.nih.gov/pubmed/37936211 http://dx.doi.org/10.1186/s12939-023-02036-9 |
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