Modelling social care provision in an agent-based framework with kinship networks

被引:5
|
作者
Gostoli, Umberto [1 ]
Silverman, Eric [1 ]
机构
[1] Univ Glasgow, MRC CSO Social & Publ Hlth Sci Unit, Glasgow G2 3Ax, Lanark, Scotland
来源
ROYAL SOCIETY OPEN SCIENCE | 2019年 / 6卷 / 07期
基金
英国医学研究理事会;
关键词
social care; kinship networks; agent-based modelling;
D O I
10.1098/rsos.190029
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
Current demographic trends in the UK include a fast-growing elderly population and dropping birth rates, and demand for social care among the aged is rising. The UK depends on informal social care-family members or friends providing care-for some 50% of care provision. However, lower birth rates and a greying population mean that care availability is becoming a significant problem, causing concern among policy-makers that substantial public investment in formal care will be required in decades to come. In this paper, we present an agent-based simulation of care provision in the UK, in which individual agents can decide to provide informal care, or pay for private care, for their loved ones. Agents base these decisions on factors including their own health, employment status, financial resources, relationship to the individual in need and geographical location. Results demonstrate that the model can produce similar patterns of care need and availability as are observed in the real world, despite the model containing minimal empirical data. We propose that our model better captures the complexities of social care provision than other methods, due to the socioeconomic details present and the use of kinship networks to distribute care among family members.
引用
收藏
页数:21
相关论文
共 50 条
  • [1] Social and child care provision in kinship networks: An agent-based model
    Gostoli, Umberto
    Silverman, Eric
    [J]. PLOS ONE, 2020, 15 (12):
  • [2] Agent-Based Modelling and Simulation Framework for Health Care
    Mustapha, Karam
    Gilli, Quentin
    Frayret, Jean-Marc
    Lahrichi, Nadia
    [J]. SIMULATION AND MODELING METHODOLOGIES, TECHNOLOGIES AND APPLICATIONS, SIMULTECH 2016, 2018, 676 : 171 - 197
  • [3] Replacing Rules by Neural Networks A Framework for Agent-Based Modelling
    Jaeger, Georg
    [J]. BIG DATA AND COGNITIVE COMPUTING, 2019, 3 (04) : 1 - 12
  • [4] An agent-based framework for modelling social influence on travel behaviour
    Ronald, N. A.
    Arentze, T. A.
    Timmermans, H. J. P.
    [J]. 18TH WORLD IMACS CONGRESS AND MODSIM09 INTERNATIONAL CONGRESS ON MODELLING AND SIMULATION: INTERFACING MODELLING AND SIMULATION WITH MATHEMATICAL AND COMPUTATIONAL SCIENCES, 2009, : 2955 - 2961
  • [5] Provision of agent-based health care services
    Moreno, A
    Isern, D
    Sánchez, D
    [J]. AI COMMUNICATIONS, 2003, 16 (03) : 167 - 178
  • [6] KinModel: An Agent-Based Model of Rangeland Kinship Networks
    McAllister, R. R. J.
    Gordon, I. J.
    Stokes, C. J.
    [J]. MODSIM 2005: INTERNATIONAL CONGRESS ON MODELLING AND SIMULATION: ADVANCES AND APPLICATIONS FOR MANAGEMENT AND DECISION MAKING: ADVANCES AND APPLICATIONS FOR MANAGEMENT AND DECISION MAKING, 2005, : 1624 - 1630
  • [7] A framework of multilayer social networks for communication behavior with agent-based modeling
    Ge, Yuanzheng
    Liu, Liang
    Qiu, Xiaogang
    Song, Hongbin
    Wang, Yong
    Huang, Kedi
    [J]. SIMULATION-TRANSACTIONS OF THE SOCIETY FOR MODELING AND SIMULATION INTERNATIONAL, 2013, 89 (07): : 810 - 828
  • [8] Mobile agent-based service provision in intelligent networks
    Magedanz, T
    [J]. INTELLIGENT AGENTS FOR TELECOMMUNICATIONS APPLICATIONS: BASICS, TOOLS, LANGUAGES AND APPLICATIONS, 1998, 36 : 94 - 104
  • [9] Towards a Community Framework for Agent-Based Modelling
    Janssen, Marco A.
    Alessa, Lilian Na'ia
    Barton, Michael
    Bergin, Sean
    Lee, Allen
    [J]. JASSS-THE JOURNAL OF ARTIFICIAL SOCIETIES AND SOCIAL SIMULATION, 2008, 11 (02):
  • [10] AN AGENT-BASED MODELLING FRAMEWORK FOR URBAN AGRICULTURE
    Ghandar, Adam
    Theodoropoulos, Georgios
    Zhong, Miner
    Zhen, Bowen
    Chen, Shijie
    Gong, Yue
    Ahmed, Ayyaz
    [J]. 2019 WINTER SIMULATION CONFERENCE (WSC), 2019, : 1767 - 1778