Literature DB >> 33535889

The Use and Misuse of Mathematical Modeling for Infectious Disease Policymaking: Lessons for the COVID-19 Pandemic.

Lyndon P James1, Joshua A Salomon2, Caroline O Buckee3, Nicolas A Menzies4.   

Abstract

Mathematical modeling has played a prominent and necessary role in the current coronavirus disease 2019 (COVID-19) pandemic, with an increasing number of models being developed to track and project the spread of the disease, as well as major decisions being made based on the results of these studies. A proliferation of models, often diverging widely in their projections, has been accompanied by criticism of the validity of modeled analyses and uncertainty as to when and to what extent results can be trusted. Drawing on examples from COVID-19 and other infectious diseases of global importance, we review key limitations of mathematical modeling as a tool for interpreting empirical data and informing individual and public decision making. We present several approaches that have been used to strengthen the validity of inferences drawn from these analyses, approaches that will enable better decision making in the current COVID-19 crisis and beyond.

Entities:  

Keywords:  COVID-19; infectious diseases; mathematical modeling; uncertainty; validation

Mesh:

Year:  2021        PMID: 33535889      PMCID: PMC7862917          DOI: 10.1177/0272989X21990391

Source DB:  PubMed          Journal:  Med Decis Making        ISSN: 0272-989X            Impact factor:   2.583


  13 in total

Review 1.  The pitfalls of modelling the effects of COVID-19 on gender-based violence: lessons learnt and ways forward.

Authors:  Michelle Lokot; Amiya Bhatia; Shirin Heidari; Amber Peterman
Journal:  BMJ Glob Health       Date:  2021-05

2.  Model-Based Planning and Delivery of Mass Vaccination Campaigns against Infectious Disease: Application to the COVID-19 Pandemic in the UK.

Authors:  Dauda Ibrahim; Zoltán Kis; Kyungjae Tak; Maria M Papathanasiou; Cleo Kontoravdi; Benoît Chachuat; Nilay Shah
Journal:  Vaccines (Basel)       Date:  2021-12-10

3.  Dynamical analysis of coronavirus disease with crowding effect, and vaccination: a study of third strain.

Authors:  Ali Raza; Muhammad Rafiq; Jan Awrejcewicz; Nauman Ahmed; Muhammad Mohsin
Journal:  Nonlinear Dyn       Date:  2022-01-04       Impact factor: 5.741

4.  Functional data analysis characterizes the shapes of the first COVID-19 epidemic wave in Italy.

Authors:  Tobia Boschi; Jacopo Di Iorio; Lorenzo Testa; Marzia A Cremona; Francesca Chiaromonte
Journal:  Sci Rep       Date:  2021-08-30       Impact factor: 4.379

Review 5.  Adventures in COVID-19 Policy Modeling: Education Edition.

Authors:  Gregg S Gonsalves; Joshua A Salomon; Thomas Thornhill; A David Paltiel
Journal:  Curr HIV/AIDS Rep       Date:  2021-11-26       Impact factor: 5.495

6.  Mathematical analysis of the dynamics of COVID-19 in Africa under the influence of asymptomatic cases and re-infection.

Authors:  Abayomi Samuel Oke; Oluwafemi Isaac Bada; Ganiyu Rasaq; Victoria Adodo
Journal:  Math Methods Appl Sci       Date:  2021-09-06       Impact factor: 3.007

7.  Modeling to inform economy-wide pandemic policy: Bringing epidemiologists and economists together.

Authors:  Michael E Darden; David Dowdy; Lauren Gardner; Barton H Hamilton; Karen Kopecky; Melissa Marx; Nicholas W Papageorge; Daniel Polsky; Kimberly A Powers; Elizabeth A Stuart; Matthew V Zahn
Journal:  Health Econ       Date:  2022-05-02       Impact factor: 2.395

8.  Modelling of a triage scoring tool for SARS-COV-2 PCR testing in health-care workers: data from the first German COVID-19 Testing Unit in Munich.

Authors:  Hannah Tuulikki Hohl; Guenter Froeschl; Michael Hoelscher; Christian Heumann
Journal:  BMC Infect Dis       Date:  2022-08-01       Impact factor: 3.667

Review 9.  An evaluation of prospective COVID-19 modelling studies in the USA: from data to science translation.

Authors:  Kristen Nixon; Sonia Jindal; Felix Parker; Nicholas G Reich; Kimia Ghobadi; Elizabeth C Lee; Shaun Truelove; Lauren Gardner
Journal:  Lancet Digit Health       Date:  2022-10

10.  Spring 2020 COVID-19 community transmission behaviours around New York City medical facilities.

Authors:  S-A Kingsbury Lee; D F Laefer
Journal:  Infect Prev Pract       Date:  2021-06-26
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