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“Wrong, but Useful”: Negotiating Uncertainty in Infectious Disease Modelling

For infectious disease dynamical models to inform policy for containment of infectious diseases the models must be able to predict; however, it is well recognised that such prediction will never be perfect. Nevertheless, the consensus is that although models are uncertain, some may yet inform effect...

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Autores principales: Christley, Robert M., Mort, Maggie, Wynne, Brian, Wastling, Jonathan M., Heathwaite, A. Louise, Pickup, Roger, Austin, Zoë, Latham, Sophia M.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2013
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3797827/
https://www.ncbi.nlm.nih.gov/pubmed/24146851
http://dx.doi.org/10.1371/journal.pone.0076277
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author Christley, Robert M.
Mort, Maggie
Wynne, Brian
Wastling, Jonathan M.
Heathwaite, A. Louise
Pickup, Roger
Austin, Zoë
Latham, Sophia M.
author_facet Christley, Robert M.
Mort, Maggie
Wynne, Brian
Wastling, Jonathan M.
Heathwaite, A. Louise
Pickup, Roger
Austin, Zoë
Latham, Sophia M.
author_sort Christley, Robert M.
collection PubMed
description For infectious disease dynamical models to inform policy for containment of infectious diseases the models must be able to predict; however, it is well recognised that such prediction will never be perfect. Nevertheless, the consensus is that although models are uncertain, some may yet inform effective action. This assumes that the quality of a model can be ascertained in order to evaluate sufficiently model uncertainties, and to decide whether or not, or in what ways or under what conditions, the model should be ‘used’. We examined uncertainty in modelling, utilising a range of data: interviews with scientists, policy-makers and advisors, and analysis of policy documents, scientific publications and reports of major inquiries into key livestock epidemics. We show that the discourse of uncertainty in infectious disease models is multi-layered, flexible, contingent, embedded in context and plays a critical role in negotiating model credibility. We argue that usability and stability of a model is an outcome of the negotiation that occurs within the networks and discourses surrounding it. This negotiation employs a range of discursive devices that renders uncertainty in infectious disease modelling a plastic quality that is amenable to ‘interpretive flexibility’. The utility of models in the face of uncertainty is a function of this flexibility, the negotiation this allows, and the contexts in which model outputs are framed and interpreted in the decision making process. We contend that rather than being based predominantly on beliefs about quality, the usefulness and authority of a model may at times be primarily based on its functional status within the broad social and political environment in which it acts.
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spelling pubmed-37978272013-10-21 “Wrong, but Useful”: Negotiating Uncertainty in Infectious Disease Modelling Christley, Robert M. Mort, Maggie Wynne, Brian Wastling, Jonathan M. Heathwaite, A. Louise Pickup, Roger Austin, Zoë Latham, Sophia M. PLoS One Research Article For infectious disease dynamical models to inform policy for containment of infectious diseases the models must be able to predict; however, it is well recognised that such prediction will never be perfect. Nevertheless, the consensus is that although models are uncertain, some may yet inform effective action. This assumes that the quality of a model can be ascertained in order to evaluate sufficiently model uncertainties, and to decide whether or not, or in what ways or under what conditions, the model should be ‘used’. We examined uncertainty in modelling, utilising a range of data: interviews with scientists, policy-makers and advisors, and analysis of policy documents, scientific publications and reports of major inquiries into key livestock epidemics. We show that the discourse of uncertainty in infectious disease models is multi-layered, flexible, contingent, embedded in context and plays a critical role in negotiating model credibility. We argue that usability and stability of a model is an outcome of the negotiation that occurs within the networks and discourses surrounding it. This negotiation employs a range of discursive devices that renders uncertainty in infectious disease modelling a plastic quality that is amenable to ‘interpretive flexibility’. The utility of models in the face of uncertainty is a function of this flexibility, the negotiation this allows, and the contexts in which model outputs are framed and interpreted in the decision making process. We contend that rather than being based predominantly on beliefs about quality, the usefulness and authority of a model may at times be primarily based on its functional status within the broad social and political environment in which it acts. Public Library of Science 2013-10-16 /pmc/articles/PMC3797827/ /pubmed/24146851 http://dx.doi.org/10.1371/journal.pone.0076277 Text en © 2013 Christley et al http://creativecommons.org/licenses/by/4.0/ This is an open-access article distributed under the terms of the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are properly credited.
spellingShingle Research Article
Christley, Robert M.
Mort, Maggie
Wynne, Brian
Wastling, Jonathan M.
Heathwaite, A. Louise
Pickup, Roger
Austin, Zoë
Latham, Sophia M.
“Wrong, but Useful”: Negotiating Uncertainty in Infectious Disease Modelling
title “Wrong, but Useful”: Negotiating Uncertainty in Infectious Disease Modelling
title_full “Wrong, but Useful”: Negotiating Uncertainty in Infectious Disease Modelling
title_fullStr “Wrong, but Useful”: Negotiating Uncertainty in Infectious Disease Modelling
title_full_unstemmed “Wrong, but Useful”: Negotiating Uncertainty in Infectious Disease Modelling
title_short “Wrong, but Useful”: Negotiating Uncertainty in Infectious Disease Modelling
title_sort “wrong, but useful”: negotiating uncertainty in infectious disease modelling
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3797827/
https://www.ncbi.nlm.nih.gov/pubmed/24146851
http://dx.doi.org/10.1371/journal.pone.0076277
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