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An Intelligent System for Patients’ Well-Being: A Multi-Criteria Decision-Making Approach

Author

Listed:
  • Fabián Silva-Aravena

    (Facultad de Ciencias Sociales y Económicas, Universidad Católica del Maule, Avenida San Miguel 3605, Talca 3480094, Chile)

  • Jimmy H. Gutiérrez-Bahamondes

    (Doctorado en Sistemas de Ingeniería, Facultad de Ingeniería, Universidad de Talca, Camino Los Niches Km 1, Curico 3340000, Chile)

  • Hugo Núñez Delafuente

    (Doctorado en Sistemas de Ingeniería, Facultad de Ingeniería, Universidad de Talca, Camino Los Niches Km 1, Curico 3340000, Chile)

  • Roberto M. Toledo-Molina

    (Facultad de Ingeniería, Universidad de Talca, Camino Los Niches Km 1, Curico 3340000, Chile)

Abstract

The coronavirus pandemic has intensified the strain on medical care processes, especially waiting lists for patients under medical management. In Chile, the pandemic has caused an increase of 52,000 people waiting for care. For this reason, a high-complexity hospital (HCH) in Chile devised a decision support system (DSS) based on multi-criteria decision-making (MCDM), which combines management criteria, such as critical events, with clinical variables that allow prioritizing the population of chronic patients on the waiting list. The tool includes four methodological contributions: (1) pattern recognition through the analysis of anonymous patient data that allows critical patients to be characterized; (2) a score of the critical events suffered by the patients; (3) a score based on clinical criteria; and (4) a dynamic–hybrid methodology for patient selection that links critical events with clinical criteria and with the risk levels of patients on the waiting list. The methodology allowed to (1) characterize the most critical patients and triple the evaluation of medical records; (2) save medical hours during the prioritization process; (3) reduce the risk levels of patients on the waiting list; and (4) reduce the critical events in the first month of implementation, which could have been caused by the DSS and medical decision-making. This strategy was effective (even during a pandemic period).

Suggested Citation

  • Fabián Silva-Aravena & Jimmy H. Gutiérrez-Bahamondes & Hugo Núñez Delafuente & Roberto M. Toledo-Molina, 2022. "An Intelligent System for Patients’ Well-Being: A Multi-Criteria Decision-Making Approach," Mathematics, MDPI, vol. 10(21), pages 1-22, October.
    • Handle: RePEc:gam:jmathe:v:10:y:2022:i:21:p:3956-:d:952144
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    References listed on IDEAS

    as
    1. Siciliani, Luigi & Moran, Valerie & Borowitz, Michael, 2014. "Measuring and comparing health care waiting times in OECD countries," Health Policy, Elsevier, vol. 118(3), pages 292-303.
    2. J Bowers, 2010. "Waiting list behaviour and the consequences for NHS targets," Journal of the Operational Research Society, Palgrave Macmillan;The OR Society, vol. 61(2), pages 246-254, February.
    3. Gutacker, Nils & Siciliani, Luigi & Cookson, Richard, 2016. "Waiting time prioritisation: Evidence from England," Social Science & Medicine, Elsevier, vol. 159(C), pages 140-151.
    4. Govindan, Kannan & Mina, Hassan & Alavi, Behrouz, 2020. "A decision support system for demand management in healthcare supply chains considering the epidemic outbreaks: A case study of coronavirus disease 2019 (COVID-19)," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 138(C).
    5. Sutherland, Jason Murray & Crump, R. Trafford & Chan, Angie & Liu, Guiping & Yue, Elizabeth & Bair, Matthew, 2016. "Health of patients on the waiting list: Opportunity to improve health in Canada?," Health Policy, Elsevier, vol. 120(7), pages 749-757.
    6. Fabián Silva-Aravena & Jenny Morales, 2022. "Dynamic Surgical Waiting List Methodology: A Networking Approach," Mathematics, MDPI, vol. 10(13), pages 1-23, July.
    7. Fabián Silva-Aravena & Eduardo Álvarez-Miranda & César A. Astudillo & Luis González-Martínez & José G. Ledezma, 2021. "Patients’ Prioritization on Surgical Waiting Lists: A Decision Support System," Mathematics, MDPI, vol. 9(10), pages 1-27, May.
    8. Harrison, Anthony J. & Appleby, John, 2010. "Optimising waiting: a view from the English National Health Service," Health Economics, Policy and Law, Cambridge University Press, vol. 5(4), pages 397-409, October.
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