Skip to main page content
U.S. flag

An official website of the United States government

Dot gov

The .gov means it’s official.
Federal government websites often end in .gov or .mil. Before sharing sensitive information, make sure you’re on a federal government site.

Https

The site is secure.
The https:// ensures that you are connecting to the official website and that any information you provide is encrypted and transmitted securely.

Access keys NCBI Homepage MyNCBI Homepage Main Content Main Navigation
. 2022 Jan 21:8:e819.
doi: 10.7717/peerj-cs.819. eCollection 2022.

Equity distribution of quality evaluation reports to doctors in health care organizations

Affiliations

Equity distribution of quality evaluation reports to doctors in health care organizations

Mahdi Jemmali et al. PeerJ Comput Sci. .

Abstract

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.

Keywords: Health care; Load balancing; Load work; Optimization.

PubMed Disclaimer

Conflict of interest statement

The authors declare that they have no competing interests.

Figures

Figure 1
Figure 1. 7-2 reports-doctors finishing time distribution.
Figure 2
Figure 2. Max–min ameliorated schedule.
Figure 3
Figure 3. The average gap for H1 and H2 according to Ind.
Figure 4
Figure 4. The average gap for H3 and H4 according to Ind.
Figure 5
Figure 5. The average gap for H5 and H6 according to Ind.
Figure 6
Figure 6. The average gap for H7 and H8 according to Ind.

References

    1. Alharbi M, Jemmali M. Algorithms for investment project distribution on regions. Computational Intelligence and Neuroscience. 2020;2020(4):1–13. doi: 10.1155/2020/3607547. - DOI - PMC - PubMed
    1. Alquhayz H, Jemmali M, Otoom MM. Dispatching-rule variants algorithms for used spaces of storage supports. Discrete Dynamics in Nature and Society. 2020;2020:1–9. doi: 10.1155/2020/1072485. - DOI
    1. Bany Taha M, Talhi C, Ould-Slimane H, Alrabaee S. Td-pso: task distribution approach based on particle swarm optimization for vehicular ad hoc network. Transactions on Emerging Telecommunications Technologies. 2020;37(10):e3860. doi: 10.1002/ett.3860. - DOI
    1. Christino MA, Matson AP, Fischer SA, Reinert SE, DiGiovanni CW, Fadale PD. Paperwork versus patient care: a nationwide survey of residents’ perceptions of clinical documentation requirements and patient care. Journal of Graduate Medical Education. 2013;5(4):600–604. doi: 10.4300/JGME-D-12-00377.1. - DOI - PMC - PubMed
    1. Friesen MR, McLeod R, Strome T, Mukhi S. Load balancing at emergency departments using ‘crowdinforming’. 2011 IEEE 13th International Conference on e-Health Networking, Applications and Services; Piscataway: IEEE; 2011. pp. 364–370. - PMC - PubMed

LinkOut - more resources