Understanding the Impact of Social Networks on the Spread of Obesity.

behavioural OR health care hybrid simulation hyper-parameter optimisation obesity social networks

Journal

International journal of environmental research and public health
ISSN: 1660-4601
Titre abrégé: Int J Environ Res Public Health
Pays: Switzerland
ID NLM: 101238455

Informations de publication

Date de publication:
26 07 2023
Historique:
received: 24 03 2023
revised: 06 07 2023
accepted: 18 07 2023
medline: 14 8 2023
pubmed: 12 8 2023
entrez: 12 8 2023
Statut: epublish

Résumé

Previous research has highlighted the significant role social networks play in the spread of non-communicable chronic diseases. In our research, we seek to explore the impact of these networks in more detail and gain insight into the mechanisms that drive this. We use obesity as a case study. To achieve this, we develop a generalisable hybrid simulation and optimisation approach aimed at gaining qualitative and quantitative insights into the effect of social networks on the spread of obesity. Our simulation model has two components. Firstly, an agent-based component mimics the dynamic structure of the social network within which individuals are situated. Secondly, a system dynamics component replicates the relevant behaviours of those individuals. The parameters from the combined model are refined and optimised using longitudinal data from the United Kingdom. The simulation produces projections of Body Mass Index broken down by different age groups and gender over a 10-year period. These projections are used to explore a range of scenarios in a computational study designed to address our research aims. The study reveals that, for the youngest population sub-groups, the network acts to magnify the impact of external and social factors on changes in obesity, whereas, for older sub-groups, the network mitigates the impact of these factors. The magnitude of that impact is inversely correlated with age. Our approach can be used by public health decision makers as well as managers in adult weight management services to enhance initiatives and strategies intended to reduce obesity. Our approach is generalisable to understand the impact of social networks on similar non-communicable diseases.

Identifiants

pubmed: 37568992
pii: ijerph20156451
doi: 10.3390/ijerph20156451
pmc: PMC10419305
pii:
doi:

Types de publication

Journal Article Research Support, Non-U.S. Gov't

Langues

eng

Sous-ensembles de citation

IM

Références

Obesity (Silver Spring). 2010 Feb;18 Suppl 1:S13-6
pubmed: 20107455
N Engl J Med. 2007 Jul 26;357(4):370-9
pubmed: 17652652
Arch Dis Child. 2018 Mar;103(3):247-254
pubmed: 28765261
Science. 2010 Sep 3;329(5996):1194-7
pubmed: 20813952
Health Care Manag Sci. 2021 Sep;24(3):623-639
pubmed: 33991293
Math Comput Model Dyn Syst. 2011 Jan 12;17(2):183-203
pubmed: 21673826
BMC Health Serv Res. 2023 May 11;23(1):477
pubmed: 37170223
Ann N Y Acad Sci. 2014 Dec;1331:34-42
pubmed: 24528150
Public Health Nutr. 2005 Oct;8(7A):1133-52
pubmed: 16277825
Soft comput. 2023;27(7):4307-4320
pubmed: 35974952
Phys Rev E Stat Nonlin Soft Matter Phys. 2003 Sep;68(3 Pt 2):036122
pubmed: 14524847
Psychol Health Med. 2018 Oct;23(9):1060-1068
pubmed: 29678123
Soc Sci Med. 2022 Nov;312:115350
pubmed: 36183539
Am J Public Health. 2015 Mar;105(3):e20-31
pubmed: 25602871
Science. 2012 Jul 6;337(6090):49-53
pubmed: 22767921
J Health Econ. 2010 Jan;29(1):1-28
pubmed: 19963292
Nat Rev Neurosci. 2012 Mar 14;13(4):279-86
pubmed: 22414944
BMJ. 2013 Oct 31;347:f6189
pubmed: 24179043
PLoS One. 2014 Aug 19;9(8):e105287
pubmed: 25136987
Eur Eat Disord Rev. 2010 Sep-Oct;18(5):341-51
pubmed: 20821736
Am J Clin Nutr. 2014 Sep;100(3):787-95
pubmed: 25080458
J Health Econ. 2008 Sep;27(5):1400-5
pubmed: 18692263
Geriatr Nurs. 2023 Jul-Aug;52:1-7
pubmed: 37187141
JAMA. 1997 Sep 10;278(10):864-5
pubmed: 9293997
Stat Med. 2013 Feb 20;32(4):556-77
pubmed: 22711416
Health Care Manag Sci. 2011 Jun;14(2):174-88
pubmed: 21373984
BMC Womens Health. 2023 Mar 27;23(1):137
pubmed: 36973773
Am J Public Health Nations Health. 1951 Mar;41(3):279-81
pubmed: 14819398
Soc Sci Med. 2015 Jan;125:19-31
pubmed: 24951403

Auteurs

Mark Tuson (M)

School of Mathematics, Cardiff University, Cardiff CF24 4AG, UK.

Paul Harper (P)

School of Mathematics, Cardiff University, Cardiff CF24 4AG, UK.

Daniel Gartner (D)

School of Mathematics, Cardiff University, Cardiff CF24 4AG, UK.
Aneurin Bevan Continuous Improvement, Aneurin Bevan University Health Board, Caerleon NP18 3XQ, UK.

Doris Behrens (D)

Employee Wellbeing Service, Aneurin Bevan University Health Board, Cwmbran NP44 8YN, UK.
Department of Economy and Health, University of Continuing Education Krems, 3500 Krems an der Donau, Austria.

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