Mechanisms for Integrating Real Data into Search Game Simulations: An Application to Winter Health Service Pressures and Preventative Policies.


Journal

AMIA Joint Summits on Translational Science proceedings. AMIA Joint Summits on Translational Science
ISSN: 2153-4063
Titre abrégé: AMIA Jt Summits Transl Sci Proc
Pays: United States
ID NLM: 101539486

Informations de publication

Date de publication:
2024
Historique:
medline: 3 6 2024
pubmed: 3 6 2024
entrez: 3 6 2024
Statut: epublish

Résumé

While modelling and simulation are powerful techniques for exploring complex phenomena, if they are not coupled with suitable real-world data any results obtained are likely to require extensive validation. We consider this problem in the context of search game modelling, and suggest that both demographic and behaviour data are used to configure certain model parameters. We show this integration in practice by using a combined dataset of over 150,000 individuals to configure a specific search game model that captures the environment, population, interventions and individual behaviours relating to winter health service pressures. The presence of this data enables us to more accurately explore the potential impact of service pressure interventions, which we do across 33,000 simulations using a computational version of the model. We find government advice to be the best-performing intervention in simulation, in respect of improved health, reduced health inequalities, and thus reduced pressure on health service utilisation.

Identifiants

pubmed: 38827086
pii: 2190
pmc: PMC11141793

Types de publication

Journal Article

Langues

eng

Pagination

115-124

Informations de copyright

©2024 AMIA - All rights reserved.

Auteurs

Martin Chapman (M)

King's College London, London, UK.

Abigail G-Medhin (A)

King's College London, London, UK.

Kian Daneshi (K)

King's College London, London, UK.

Tom Bramwell (T)

Office for National Statistics, Newport, UK.

Stevo Durbaba (S)

King's College London, London, UK.

Vasa Curcin (V)

King's College London, London, UK.

Divya Parmar (D)

King's College London, London, UK.

Harriet Boulding (H)

King's College London, London, UK.

Laia Becares (L)

King's College London, London, UK.

Craig Morgan (C)

King's College London, London, UK.

Mariam Molokhia (M)

King's College London, London, UK.

Peter McBurney (P)

King's College London, London, UK.

Seeromanie Harding (S)

King's College London, London, UK.

Ingrid Wolfe (I)

King's College London, London, UK.

Mark Ashworth (M)

King's College London, London, UK.

Lucilla Poston (L)

King's College London, London, UK.

Classifications MeSH