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Economic Evaluation of Mental Health Effects of Flooding Using Bayesian Networks

Author

Listed:
  • Tabassom Sedighi

    (Centre for Environmental and Agricultural Informatics, School of Water, Energy and Environment (SWEE), Cranfield University, Cranfield MK43 0AL, UK)

  • Liz Varga

    (Department of Civil, Environmental and Geomatic Engineering, Faculty of Engineering, UCL, London WC1E 6BT, UK)

  • Amin Hosseinian-Far

    (Centre for Sustainable Business Practices, University of Northampton, Northampton NN1 5PH, UK)

  • Alireza Daneshkhah

    (Research Centre for Computational Science and Mathematical Modelling, School of Computing, Electronics and Mathematics, Coventry University, Coventry CV1 5FB, UK)

Abstract

The appraisal of appropriate levels of investment for devising flooding mitigation and to support recovery interventions is a complex and challenging task. Evaluation must account for social, political, environmental and other conditions, such as flood state expectations and local priorities. The evaluation method should be able to quickly identify evolving investment needs as the incidence and magnitude of flood events continue to grow. Quantification is essential and must consider multiple direct and indirect effects on flood related outcomes. The method proposed is this study is a Bayesian network, which may be used ex-post for evaluation, but also ex-ante for future assessment, and near real-time for the reallocation of investment into interventions. The particular case we study is the effect of flood interventions upon mental health, which is a gap in current investment analyses. Natural events such as floods expose people to negative mental health disorders including anxiety, distress and post-traumatic stress disorder. Such outcomes can be mitigated or exacerbated not only by state funded interventions, but by individual and community skills and experience. Success is also dampened when vulnerable and previously exposed victims are affected. Current measures evaluate solely the effectiveness of interventions to reduce physical damage to people and assets. This paper contributes a design for a Bayesian network that exposes causal pathways and conditional probabilities between interventions and mental health outcomes as well as providing a tool that can readily indicate the level of investment needed in alternative interventions based on desired mental health outcomes.

Suggested Citation

  • Tabassom Sedighi & Liz Varga & Amin Hosseinian-Far & Alireza Daneshkhah, 2021. "Economic Evaluation of Mental Health Effects of Flooding Using Bayesian Networks," IJERPH, MDPI, vol. 18(14), pages 1-16, July.
  • Handle: RePEc:gam:jijerp:v:18:y:2021:i:14:p:7467-:d:593470
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    References listed on IDEAS

    as
    1. Abhinav Vepa & Amer Saleem & Kambiz Rakhshan & Alireza Daneshkhah & Tabassom Sedighi & Shamarina Shohaimi & Amr Omar & Nader Salari & Omid Chatrabgoun & Diana Dharmaraj & Junaid Sami & Shital Parekh &, 2021. "Using Machine Learning Algorithms to Develop a Clinical Decision-Making Tool for COVID-19 Inpatients," IJERPH, MDPI, vol. 18(12), pages 1-22, June.
    2. Tabassom Sedighi & Liz Varga, 2021. "Evaluating the Bovine Tuberculosis Eradication Mechanism and Its Risk Factors in England’s Cattle Farms," IJERPH, MDPI, vol. 18(7), pages 1-24, March.
    3. Bedford, Tim & Wilson, Kevin J. & Daneshkhah, Alireza, 2014. "Assessing parameter uncertainty on coupled models using minimum information methods," Reliability Engineering and System Safety, Elsevier, vol. 125(C), pages 3-12.
    4. Dianne Lowe & Kristie L. Ebi & Bertil Forsberg, 2013. "Factors Increasing Vulnerability to Health Effects before, during and after Floods," IJERPH, MDPI, vol. 10(12), pages 1-53, December.
    5. Animesh Gain & Vahid Mojtahed & Claudio Biscaro & Stefano Balbi & Carlo Giupponi, 2015. "An integrated approach of flood risk assessment in the eastern part of Dhaka City," Natural Hazards: Journal of the International Society for the Prevention and Mitigation of Natural Hazards, Springer;International Society for the Prevention and Mitigation of Natural Hazards, vol. 79(3), pages 1499-1530, December.
    6. Laetitia H. M. Schmitt & Hilary M. Graham & Piran C. L. White, 2016. "Economic Evaluations of the Health Impacts of Weather-Related Extreme Events: A Scoping Review," IJERPH, MDPI, vol. 13(11), pages 1-19, November.
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