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Doctor-patient bilateral matching considering diagnosis and treatment perception in the absence of public health resources
INTRODUCTION: The public health crisis is one of the main threats affecting the sustainable development of the economy and strengthening the rational allocation of medical resources is essential for building a strong public health system. Therefore, the study of the doctor-patient bilateral matching...
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/PMC9892752/ https://www.ncbi.nlm.nih.gov/pubmed/36743187 http://dx.doi.org/10.3389/fpubh.2022.1094523 |
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author | Zhu, Wangqi He, Jitao Guo, Hangxin |
author_facet | Zhu, Wangqi He, Jitao Guo, Hangxin |
author_sort | Zhu, Wangqi |
collection | PubMed |
description | INTRODUCTION: The public health crisis is one of the main threats affecting the sustainable development of the economy and strengthening the rational allocation of medical resources is essential for building a strong public health system. Therefore, the study of the doctor-patient bilateral matching has important theoretical and practical significance and perception of diagnosis and treatment is taken as a key consideration in the research. METHODS: Based on the current situation of the medical industry and the main contradiction between supply and demand of medical services, an evaluation index of doctor-patient satisfaction is constructed in this paper. Then, based on the different forms of evaluation, calculate the doctor's satisfaction and patient's satisfaction respectively. Taking maximizing the overall satisfaction of doctors and patients, maximizing the number of patients and minimizing the workload difference between doctors as the decision-making objectives, considering the upper limit of doctors' working hours as the constraint condition, a multi-objective decision-making model is constructed and solved by NSGA-II algorithm to realize the matching between doctors and patients. CONCLUSION: Finally, through the comparison with NSGA-III algorithm in three dimensions: the degree of convergence to the reference set, the propagation range of the solution and the running time of the algorithm, it is proved that NSGA-II algorithm has good performance in solving the matching problem of medical service supply and demand. |
format | Online Article Text |
id | pubmed-9892752 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | Frontiers Media S.A. |
record_format | MEDLINE/PubMed |
spelling | pubmed-98927522023-02-03 Doctor-patient bilateral matching considering diagnosis and treatment perception in the absence of public health resources Zhu, Wangqi He, Jitao Guo, Hangxin Front Public Health Public Health INTRODUCTION: The public health crisis is one of the main threats affecting the sustainable development of the economy and strengthening the rational allocation of medical resources is essential for building a strong public health system. Therefore, the study of the doctor-patient bilateral matching has important theoretical and practical significance and perception of diagnosis and treatment is taken as a key consideration in the research. METHODS: Based on the current situation of the medical industry and the main contradiction between supply and demand of medical services, an evaluation index of doctor-patient satisfaction is constructed in this paper. Then, based on the different forms of evaluation, calculate the doctor's satisfaction and patient's satisfaction respectively. Taking maximizing the overall satisfaction of doctors and patients, maximizing the number of patients and minimizing the workload difference between doctors as the decision-making objectives, considering the upper limit of doctors' working hours as the constraint condition, a multi-objective decision-making model is constructed and solved by NSGA-II algorithm to realize the matching between doctors and patients. CONCLUSION: Finally, through the comparison with NSGA-III algorithm in three dimensions: the degree of convergence to the reference set, the propagation range of the solution and the running time of the algorithm, it is proved that NSGA-II algorithm has good performance in solving the matching problem of medical service supply and demand. Frontiers Media S.A. 2023-01-19 /pmc/articles/PMC9892752/ /pubmed/36743187 http://dx.doi.org/10.3389/fpubh.2022.1094523 Text en Copyright © 2023 Zhu, He and Guo. 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 | Public Health Zhu, Wangqi He, Jitao Guo, Hangxin Doctor-patient bilateral matching considering diagnosis and treatment perception in the absence of public health resources |
title | Doctor-patient bilateral matching considering diagnosis and treatment perception in the absence of public health resources |
title_full | Doctor-patient bilateral matching considering diagnosis and treatment perception in the absence of public health resources |
title_fullStr | Doctor-patient bilateral matching considering diagnosis and treatment perception in the absence of public health resources |
title_full_unstemmed | Doctor-patient bilateral matching considering diagnosis and treatment perception in the absence of public health resources |
title_short | Doctor-patient bilateral matching considering diagnosis and treatment perception in the absence of public health resources |
title_sort | doctor-patient bilateral matching considering diagnosis and treatment perception in the absence of public health resources |
topic | Public Health |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9892752/ https://www.ncbi.nlm.nih.gov/pubmed/36743187 http://dx.doi.org/10.3389/fpubh.2022.1094523 |
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