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Epidemiological models and COVID-19: a comparative view

Valeriano Iranzo García, Saúl Pérez‐González

2021History & Philosophy of the Life Sciences37 citationsDOIOpen Access PDF

Abstract

Epidemiological models have played a central role in the COVID-19 pandemic, particularly when urgent decisions were required and available evidence was sparse. They have been used to predict the evolution of the disease and to inform policy-making. In this paper, we address two kinds of epidemiological models widely used in the pandemic, namely, compartmental models and agent-based models. After describing their essentials-some real examples are invoked-we discuss their main strengths and weaknesses. Then, on the basis of this analysis, we make a comparison between their respective merits concerning three different goals: prediction, explanation, and intervention. We argue that there are general considerations which could favour any of those sorts of models for obtaining the aforementioned goals. We conclude, however, that preference for particular models must be grounded case-by-case since additional contextual factors, as the peculiarities of the target population and the aims and expectations of policy-makers, cannot be overlooked.

Topics & Concepts

PandemicCoronavirus disease 2019 (COVID-19)Management scienceStrengths and weaknessesPopulationEpistemologyData sciencePositive economicsComputer scienceDiseaseMedicineEconomicsInfectious disease (medical specialty)Environmental healthPathologyPhilosophyCOVID-19 epidemiological studiesComplex Systems and Time Series AnalysisComplex Network Analysis Techniques