IDEAS home Printed from https://ideas.repec.org/a/nat/natcom/v13y2022i1d10.1038_s41467-022-30688-8.html
   My bibliography  Save this article

Addressing the socioeconomic divide in computational modeling for infectious diseases

Author

Listed:
  • Michele Tizzoni

    (ISI Foundation)

  • Elaine O. Nsoesie

    (Boston University
    Boston University)

  • Laetitia Gauvin

    (ISI Foundation)

  • Márton Karsai

    (Central European University
    Alfréd Rényi Institute of Mathematics)

  • Nicola Perra

    (Queen Mary University of London)

  • Shweta Bansal

    (Georgetown University)

Abstract

The COVID-19 pandemic has highlighted how structural social inequities fundamentally shape disease dynamics, yet these concepts are often at the margins of the computational modeling community. Building on recent research studies in the area of digital and computational epidemiology, we provide a set of practical and methodological recommendations to address socioeconomic vulnerabilities in epidemic models.

Suggested Citation

  • Michele Tizzoni & Elaine O. Nsoesie & Laetitia Gauvin & Márton Karsai & Nicola Perra & Shweta Bansal, 2022. "Addressing the socioeconomic divide in computational modeling for infectious diseases," Nature Communications, Nature, vol. 13(1), pages 1-7, December.
    • Handle: RePEc:nat:natcom:v:13:y:2022:i:1:d:10.1038_s41467-022-30688-8
    DOI: 10.1038/s41467-022-30688-8
    as

    Download full text from publisher

    File URL: https://www.nature.com/articles/s41467-022-30688-8
    File Function: Abstract
    Download Restriction: no
    File URL: https://libkey.io/10.1038/s41467-022-30688-8?utm_source=ideas
    LibKey link: if access is restricted and if your library uses this service, LibKey will redirect you to where you can use your library subscription to access this item
    ---><---

    References listed on IDEAS

    as
    1. Serina Chang & Emma Pierson & Pang Wei Koh & Jaline Gerardin & Beth Redbird & David Grusky & Jure Leskovec, 2021. "Mobility network models of COVID-19 explain inequities and inform reopening," Nature, Nature, vol. 589(7840), pages 82-87, January.
    2. Yang Ye & Qingpeng Zhang & Xuan Wei & Zhidong Cao & Hsiang-Yu Yuan & Daniel Dajun Zeng, 2022. "Equitable access to COVID-19 vaccines makes a life-saving difference to all countries," Nature Human Behaviour, Nature, vol. 6(2), pages 207-216, February.
    3. Abraham Degarege & Kristopher Fennie & Dawit Degarege & Shasank Chennupati & Purnima Madhivanan, 2019. "Improving socioeconomic status may reduce the burden of malaria in sub Saharan Africa: A systematic review and meta-analysis," PLOS ONE, Public Library of Science, vol. 14(1), pages 1-26, January.
    4. Galanis, Giorgos & Hanieh, Adam, 2021. "Incorporating Social Determinants of Health into Modelling of COVID-19 and other Infectious Diseases: A Baseline Socio-economic Compartmental Model," Social Science & Medicine, Elsevier, vol. 274(C).
    5. Svenn-Erik Mamelund & Clare Shelley-Egan & Ole Rogeberg, 2021. "The association between socioeconomic status and pandemic influenza: Systematic review and meta-analysis," PLOS ONE, Public Library of Science, vol. 16(9), pages 1-31, September.
    6. Caroline Buckee & Abdisalan Noor & Lisa Sattenspiel, 2021. "Thinking clearly about social aspects of infectious disease transmission," Nature, Nature, vol. 595(7866), pages 205-213, July.
    7. Dina Mistry & Maria Litvinova & Ana Pastore y Piontti & Matteo Chinazzi & Laura Fumanelli & Marcelo F. C. Gomes & Syed A. Haque & Quan-Hui Liu & Kunpeng Mu & Xinyue Xiong & M. Elizabeth Halloran & Ira, 2021. "Inferring high-resolution human mixing patterns for disease modeling," Nature Communications, Nature, vol. 12(1), pages 1-12, December.
    8. Jonathan Jay & Jacob Bor & Elaine O. Nsoesie & Sarah K. Lipson & David K. Jones & Sandro Galea & Julia Raifman, 2020. "Neighbourhood income and physical distancing during the COVID-19 pandemic in the United States," Nature Human Behaviour, Nature, vol. 4(12), pages 1294-1302, December.
    9. Emilio Zagheni & Ingmar Weber, 2015. "Demographic research with non-representative internet data," International Journal of Manpower, Emerald Group Publishing Limited, vol. 36(1), pages 13-25, April.
    10. Nicolò Gozzi & Michele Tizzoni & Matteo Chinazzi & Leo Ferres & Alessandro Vespignani & Nicola Perra, 2021. "Estimating the effect of social inequalities on the mitigation of COVID-19 across communities in Santiago de Chile," Nature Communications, Nature, vol. 12(1), pages 1-9, December.
    11. Anjalika Nande & Justin Sheen & Emma L. Walters & Brennan Klein & Matteo Chinazzi & Andrei H. Gheorghe & Ben Adlam & Julianna Shinnick & Maria Florencia Tejeda & Samuel V. Scarpino & Alessandro Vespig, 2021. "The effect of eviction moratoria on the transmission of SARS-CoV-2," Nature Communications, Nature, vol. 12(1), pages 1-13, December.
    12. Jamie Bedson & Laura A. Skrip & Danielle Pedi & Sharon Abramowitz & Simone Carter & Mohamed F. Jalloh & Sebastian Funk & Nina Gobat & Tamara Giles-Vernick & Gerardo Chowell & João Rangel Almeida & Ran, 2021. "A review and agenda for integrated disease models including social and behavioural factors," Nature Human Behaviour, Nature, vol. 5(7), pages 834-846, July.
    Full references (including those not matched with items on IDEAS)

    Citations

    Citations are extracted by the CitEc Project, subscribe to its RSS feed for this item.
    as


    Cited by:

    1. Marco Pangallo & Alberto Aleta & R. Maria del Rio-Chanona & Anton Pichler & David Martín-Corral & Matteo Chinazzi & François Lafond & Marco Ajelli & Esteban Moro & Yamir Moreno & Alessandro Vespignani, 2024. "The unequal effects of the health–economy trade-off during the COVID-19 pandemic," Nature Human Behaviour, Nature, vol. 8(2), pages 264-275, February.
    2. Adriana Manna & Júlia Koltai & Márton Karsai, 2024. "Importance of social inequalities to contact patterns, vaccine uptake, and epidemic dynamics," Nature Communications, Nature, vol. 15(1), pages 1-11, December.
    3. Nicolò Gozzi & Matteo Chinazzi & Natalie E. Dean & Ira M. Longini Jr & M. Elizabeth Halloran & Nicola Perra & Alessandro Vespignani, 2023. "Estimating the impact of COVID-19 vaccine inequities: a modeling study," Nature Communications, Nature, vol. 14(1), pages 1-10, December.

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Adriana Manna & Júlia Koltai & Márton Karsai, 2024. "Importance of social inequalities to contact patterns, vaccine uptake, and epidemic dynamics," Nature Communications, Nature, vol. 15(1), pages 1-11, December.
    2. Nicolò Gozzi & Matteo Chinazzi & Natalie E. Dean & Ira M. Longini Jr & M. Elizabeth Halloran & Nicola Perra & Alessandro Vespignani, 2023. "Estimating the impact of COVID-19 vaccine inequities: a modeling study," Nature Communications, Nature, vol. 14(1), pages 1-10, December.
    3. Bo Huang & Zhihui Huang & Chen Chen & Jian Lin & Tony Tam & Yingyi Hong & Sen Pei, 2022. "Social vulnerability amplifies the disparate impact of mobility on COVID-19 transmissibility across the United States," Palgrave Communications, Palgrave Macmillan, vol. 9(1), pages 1-13, December.
    4. Thomas Ash & Antonio M. Bento & Daniel Kaffine & Akhil Rao & Ana I. Bento, 2022. "Disease-economy trade-offs under alternative epidemic control strategies," Nature Communications, Nature, vol. 13(1), pages 1-14, December.
    5. Xiaoyan Mu & Xiaohu Zhang & Anthony Gar-On Yeh & Yang Yu & Jiejing Wang, 2023. "Structural Changes in Human Mobility Under the Zero-COVID Strategy in China," Environment and Planning B, , vol. 50(9), pages 2527-2542, November.
    6. Lin Chen & Fengli Xu & Zhenyu Han & Kun Tang & Pan Hui & James Evans & Yong Li, 2022. "Strategic COVID-19 vaccine distribution can simultaneously elevate social utility and equity," Nature Human Behaviour, Nature, vol. 6(11), pages 1503-1514, November.
    7. Basco, Sergi & Domènech, Jordi & Rosés, Joan R., 2024. "Socioeconomic mortality differences during the Great Influenza in Spain," Economics & Human Biology, Elsevier, vol. 52(C).
    8. Clodomir Santana & Federico Botta & Hugo Barbosa & Filippo Privitera & Ronaldo Menezes & Riccardo Di Clemente, 2023. "COVID-19 is linked to changes in the time–space dimension of human mobility," Nature Human Behaviour, Nature, vol. 7(10), pages 1729-1739, October.
    9. Lorenzo Amir Nemati Fard & Michele Starnini & Michele Tizzoni, 2023. "Modeling adaptive forward-looking behavior in epidemics on networks," Papers 2301.04947, arXiv.org.
    10. Yang Song & Sungmin Lee & Amaryllis H Park & Chanam Lee, 2023. "COVID-19 impacts on non-work travel patterns: A place-based investigation using smartphone mobility data," Environment and Planning B, , vol. 50(3), pages 642-659, March.
    11. Elizabeth Dolan & James Goulding & Harry Marshall & Gavin Smith & Gavin Long & Laila J. Tata, 2023. "Assessing the value of integrating national longitudinal shopping data into respiratory disease forecasting models," Nature Communications, Nature, vol. 14(1), pages 1-19, December.
    12. Liang, Zhenglin & Jiang, Chen & Sun, Muxia & Xue, Zongqi & Li, Yan-Fu, 2023. "Resilience analysis for confronting the spreading risk of contagious diseases," Reliability Engineering and System Safety, Elsevier, vol. 239(C).
    13. Galanis, Giorgos & Georgiadis, Andreas, 2024. "Socioeconomic conditions and contagion dynamics of the COVID-19 pandemic with and without mitigation measures: Evidence from 185 countries," World Development, Elsevier, vol. 175(C).
    14. Nayara Gonçalves Barbosa & Hellen Aparecida de Azevedo Pereira & Marcelo Vinicius Domingos Rodrigues dos Santos & Lise Maria Carvalho Mendes & Flávia Azevedo Gomes-Sponholz & Juliana Cristina dos Sant, 2023. "Assisting Homeless Women in a City in Brazil during the COVID-19 Pandemic in the Context of a Street Outreach Office: The Perceptions of Health Professionals," IJERPH, MDPI, vol. 20(2), pages 1-10, January.
    15. Eugenio Valdano & Davide Colombi & Chiara Poletto & Vittoria Colizza, 2023. "Epidemic graph diagrams as analytics for epidemic control in the data-rich era," Nature Communications, Nature, vol. 14(1), pages 1-11, December.
    16. Erdoğan, Güneş & Yücel, Eda & Kiavash, Parinaz & Salman, F. Sibel, 2024. "Fair and effective vaccine allocation during a pandemic," Socio-Economic Planning Sciences, Elsevier, vol. 93(C).
    17. Kuzmanic, Danilo & Valenzuela, Juan Pablo & Claro, Susana & Canales, Andrea & Cerda, Daniela & Undurraga, Eduardo A., 2023. "Socioeconomic disparities in the reopening of schools during the pandemic in Chile," International Journal of Educational Development, Elsevier, vol. 100(C).
    18. Chuanlin Ning & Han Wang & Jing Wu & Qinwei Chen & Huacheng Pei & Hao Gao, 2022. "The COVID-19 Vaccination and Vaccine Inequity Worldwide: An Empirical Study Based on Global Data," IJERPH, MDPI, vol. 19(9), pages 1-13, April.
    19. Lu, Xuefei & Borgonovo, Emanuele, 2023. "Global sensitivity analysis in epidemiological modeling," European Journal of Operational Research, Elsevier, vol. 304(1), pages 9-24.
    20. Barslund, Mikkel & Busse, Matthias, 2016. "How mobile is tech talent? A case study of IT professionals based on data from LinkedIn," CEPS Papers 11692, Centre for European Policy Studies.

    More about this item

    Statistics

    Access and download statistics

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:nat:natcom:v:13:y:2022:i:1:d:10.1038_s41467-022-30688-8. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: Sonal Shukla or Springer Nature Abstracting and Indexing (email available below). General contact details of provider: http://www.nature.com .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.