IDEAS home Printed from https://ideas.repec.org/a/nat/natcom/v12y2021i1d10.1038_s41467-021-26558-4.html
   My bibliography  Save this article

Understanding how Victoria, Australia gained control of its second COVID-19 wave

Author

Listed:
  • James M. Trauer

    (Monash University)

  • Michael J. Lydeamore

    (Monash University
    Government of Victoria)

  • Gregory W. Dalton

    (Government of Victoria)

  • David Pilcher

    (Monash University)

  • Michael T. Meehan

    (James Cook University)

  • Emma S. McBryde

    (James Cook University)

  • Allen C. Cheng

    (Monash University
    Government of Victoria)

  • Brett Sutton

    (Government of Victoria)

  • Romain Ragonnet

    (Monash University)

Abstract

During 2020, Victoria was the Australian state hardest hit by COVID-19, but was successful in controlling its second wave through aggressive policy interventions. We calibrated a detailed compartmental model of Victoria’s second wave to multiple geographically-structured epidemic time-series indicators. We achieved a good fit overall and for individual health services through a combination of time-varying processes, including case detection, population mobility, school closures, physical distancing and face covering usage. Estimates of the risk of death in those aged ≥75 and of hospitalisation were higher than international estimates, reflecting concentration of cases in high-risk settings. We estimated significant effects for each of the calibrated time-varying processes, with estimates for the individual-level effect of physical distancing of 37.4% (95%CrI 7.2−56.4%) and of face coverings of 45.9% (95%CrI 32.9−55.6%). That the multi-faceted interventions led to the dramatic reversal in the epidemic trajectory is supported by our results, with face coverings likely particularly important.

Suggested Citation

  • James M. Trauer & Michael J. Lydeamore & Gregory W. Dalton & David Pilcher & Michael T. Meehan & Emma S. McBryde & Allen C. Cheng & Brett Sutton & Romain Ragonnet, 2021. "Understanding how Victoria, Australia gained control of its second COVID-19 wave," Nature Communications, Nature, vol. 12(1), pages 1-10, December.
  • Handle: RePEc:nat:natcom:v:12:y:2021:i:1:d:10.1038_s41467-021-26558-4
    DOI: 10.1038/s41467-021-26558-4
    as

    Download full text from publisher

    File URL: https://www.nature.com/articles/s41467-021-26558-4
    File Function: Abstract
    Download Restriction: no

    File URL: https://libkey.io/10.1038/s41467-021-26558-4?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. Colin J. Carlson & Ana C. R. Gomez & Shweta Bansal & Sadie J. Ryan, 2020. "Misconceptions about weather and seasonality must not misguide COVID-19 response," Nature Communications, Nature, vol. 11(1), pages 1-4, December.
    Full references (including those not matched with items on IDEAS)

    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. Matthew Spiegel & Heather Tookes, 2021. "Business Restrictions and COVID-19 Fatalities [The immediate effect of COVID-19 policies on social distancing behavior in the United States]," The Review of Financial Studies, Society for Financial Studies, vol. 34(11), pages 5266-5308.
    2. Francesco Sera & Ben Armstrong & Sam Abbott & Sophie Meakin & Kathleen O’Reilly & Rosa Borries & Rochelle Schneider & Dominic Royé & Masahiro Hashizume & Mathilde Pascal & Aurelio Tobias & Ana Maria V, 2021. "A cross-sectional analysis of meteorological factors and SARS-CoV-2 transmission in 409 cities across 26 countries," Nature Communications, Nature, vol. 12(1), pages 1-11, December.
    3. Richard T. Carson & Samuel L. Carson & Thayne K. Dye & Samuel A. Mayfield & Daniel C. Moyer & Chu A. Yu, 2021. "COVID-19’s U.S. Temperature Response Profile," Environmental & Resource Economics, Springer;European Association of Environmental and Resource Economists, vol. 80(4), pages 675-704, December.
    4. Gros, Claudius & Gros, Daniel, 2022. "The economics of stop-and-go epidemic control," Socio-Economic Planning Sciences, Elsevier, vol. 81(C).
    5. Matthew Spiegel & Heather Tookes, 2022. "All or nothing? Partial business shutdowns and COVID-19 fatality growth," PLOS ONE, Public Library of Science, vol. 17(2), pages 1-15, February.
    6. Francis Tuluri & Reddy Remata & Wilbur L. Walters & Paul. B. Tchounwou, 2022. "Application of Machine Learning to Study the Association between Environmental Factors and COVID-19 Cases in Mississippi, USA," Mathematics, MDPI, vol. 10(6), pages 1-9, March.
    7. Fezzi, Carlo & Fanghella, Valeria, 2021. "Tracking GDP in real-time using electricity market data: Insights from the first wave of COVID-19 across Europe," European Economic Review, Elsevier, vol. 139(C).
    8. Amodio, Emanuele & Battisti, Michele & Kourtellos, Andros & Maggio, Giuseppe & Maida, Carmelo Massimo, 2022. "Schools opening and Covid-19 diffusion: Evidence from geolocalized microdata," European Economic Review, Elsevier, vol. 143(C).

    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:12:y:2021:i:1:d:10.1038_s41467-021-26558-4. 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.