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Simulation and Model Validation for Mental Health Factors Using a Multi-Methodology Hybrid Approach
KTH, Skolan för kemi, bioteknologi och hälsa (CBH), Medicinteknik och hälsosystem, Hälsoinformatik och logistik.
KTH, Skolan för kemi, bioteknologi och hälsa (CBH), Medicinteknik och hälsosystem, Hälsoinformatik och logistik.ORCID-id: 0000-0002-3416-4535
KTH, Skolan för kemi, bioteknologi och hälsa (CBH), Medicinteknik och hälsosystem, Hälsoinformatik och logistik.ORCID-id: 0000-0001-8218-4306
KTH, Skolan för kemi, bioteknologi och hälsa (CBH), Medicinteknik och hälsosystem, Hälsoinformatik och logistik.ORCID-id: 0000-0003-1126-3781
2021 (engelsk)Inngår i: Proceedings - Winter Simulation Conference, Institute of Electrical and Electronics Engineers Inc. , 2021Konferansepaper, Publicerat paper (Fagfellevurdert)
Abstract [en]

To promote policy analysis and decision-making in mental health and well-being, simulations are used to scrutinize causal maps and provide policymakers reasonable evidence. This paper proposes and illustrates a multi-methodology hybrid approach by building a hierarchy of models, moving from a systems dynamics model to a simulation based on PageRank to quantify and assess a complex mental health map. The motives are: (1) to aid scenario analysis and comparison for possible policy interventions, (2) to quantify and validate mental health factors, and (3) to gain new insights into the core and confounding factors that affect mental health. The results indicate that the approach identifies factors that cause significant and frequent variation on mental health. Furthermore, validation confirms PageRank accuracy and detects minor fluctuations and variation in model's output behavior.

sted, utgiver, år, opplag, sider
Institute of Electrical and Electronics Engineers Inc. , 2021.
Emneord [en]
Health, Causal Maps, Decisions makings, Health factors, Hybrid approach, Mental health, Page ranks, Policy analysis, Policy decisions, Simulation and model validations, Well being, Decision making
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Identifikatorer
URN: urn:nbn:se:kth:diva-316277DOI: 10.1109/WSC52266.2021.9715304Scopus ID: 2-s2.0-85126096689OAI: oai:DiVA.org:kth-316277DiVA, id: diva2:1687270
Konferanse
2021 Winter Simulation Conference, WSC 2021, 12 December 2021 through 15 December 2021
Merknad

Part of proceedings: ISBN 978-1-6654-3311-2

QC 20220815

Tilgjengelig fra: 2022-08-15 Laget: 2022-08-15 Sist oppdatert: 2023-01-17bibliografisk kontrollert

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Boodaghian Asl, ArsinehRaghothama, JayanthDarwich, Adam S.Meijer, Sebastiaan

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