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Equity distribution of quality evaluation reports to doctors in health care organizations
There are volumes of patient reports generated in any healthcare organization daily. The reports can be very lengthy or of few pages. Maintaining records of patients is essential for ensuring quality medical care. Doctors, apart from their routine activities, are also responsible to sort, examine an...
Autores principales: | , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
PeerJ Inc.
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8802772/ https://www.ncbi.nlm.nih.gov/pubmed/35174262 http://dx.doi.org/10.7717/peerj-cs.819 |
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author | Jemmali, Mahdi B. Melhim, Loai Kayed Alourani, Abdullah Alam, Md. Moddassir |
author_facet | Jemmali, Mahdi B. Melhim, Loai Kayed Alourani, Abdullah Alam, Md. Moddassir |
author_sort | Jemmali, Mahdi |
collection | PubMed |
description | There are volumes of patient reports generated in any healthcare organization daily. The reports can be very lengthy or of few pages. Maintaining records of patients is essential for ensuring quality medical care. Doctors, apart from their routine activities, are also responsible to sort, examine and archive the generated reports. However, this process consumes doctors’ time, who are already hard-pressed for time. The objective of this study is to search for a method that can assign reports to doctors to ensure equitable and fair distribution of the overall workload. As a part of the solution, a mathematical model will be proposed to perform different developed heuristics. An experimental evaluation using different classes with a total of 2,450 different instances will be tested to measure the performance of the developed heuristics in terms of, elapsed time and gap value calculations. The clustering heuristics which is based on two groups is the best heuristic with 96.1% for the small instances and 98% for the big scale instances. The contribution of this work is based on employing dispatching rules with several variants; randomization approach, clustering methods; probabilistic method, and iterative methods approach to assign all given reports to doctors while ensuring the equitable distribution of the paper workload. |
format | Online Article Text |
id | pubmed-8802772 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | PeerJ Inc. |
record_format | MEDLINE/PubMed |
spelling | pubmed-88027722022-02-15 Equity distribution of quality evaluation reports to doctors in health care organizations Jemmali, Mahdi B. Melhim, Loai Kayed Alourani, Abdullah Alam, Md. Moddassir PeerJ Comput Sci Algorithms and Analysis of Algorithms There are volumes of patient reports generated in any healthcare organization daily. The reports can be very lengthy or of few pages. Maintaining records of patients is essential for ensuring quality medical care. Doctors, apart from their routine activities, are also responsible to sort, examine and archive the generated reports. However, this process consumes doctors’ time, who are already hard-pressed for time. The objective of this study is to search for a method that can assign reports to doctors to ensure equitable and fair distribution of the overall workload. As a part of the solution, a mathematical model will be proposed to perform different developed heuristics. An experimental evaluation using different classes with a total of 2,450 different instances will be tested to measure the performance of the developed heuristics in terms of, elapsed time and gap value calculations. The clustering heuristics which is based on two groups is the best heuristic with 96.1% for the small instances and 98% for the big scale instances. The contribution of this work is based on employing dispatching rules with several variants; randomization approach, clustering methods; probabilistic method, and iterative methods approach to assign all given reports to doctors while ensuring the equitable distribution of the paper workload. PeerJ Inc. 2022-01-21 /pmc/articles/PMC8802772/ /pubmed/35174262 http://dx.doi.org/10.7717/peerj-cs.819 Text en © 2022 Jemmali 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, reproduction and adaptation in any medium and for any purpose provided that it is properly attributed. For attribution, the original author(s), title, publication source (PeerJ Computer Science) and either DOI or URL of the article must be cited. |
spellingShingle | Algorithms and Analysis of Algorithms Jemmali, Mahdi B. Melhim, Loai Kayed Alourani, Abdullah Alam, Md. Moddassir Equity distribution of quality evaluation reports to doctors in health care organizations |
title | Equity distribution of quality evaluation reports to doctors in health care organizations |
title_full | Equity distribution of quality evaluation reports to doctors in health care organizations |
title_fullStr | Equity distribution of quality evaluation reports to doctors in health care organizations |
title_full_unstemmed | Equity distribution of quality evaluation reports to doctors in health care organizations |
title_short | Equity distribution of quality evaluation reports to doctors in health care organizations |
title_sort | equity distribution of quality evaluation reports to doctors in health care organizations |
topic | Algorithms and Analysis of Algorithms |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8802772/ https://www.ncbi.nlm.nih.gov/pubmed/35174262 http://dx.doi.org/10.7717/peerj-cs.819 |
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