» Articles » PMID: 24146851

"Wrong, but Useful": Negotiating Uncertainty in Infectious Disease Modelling

Overview
Journal PLoS One
Date 2013 Oct 23
PMID 24146851
Citations 18
Authors
Affiliations
Soon will be listed here.
Abstract

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.

Citing Articles

Ethics of Mathematical Modeling in Public Health: The Case of Medical Male Circumcision for HIV Prevention in Africa.

Rennie S, Levintow S, Gilbertson A, Luseno W Public Health Ethics. 2024; 17(3):125-138.

PMID: 39678390 PMC: 11638778. DOI: 10.1093/phe/phae009.


An inaugural forum on epidemiological modeling for public health stakeholders in Arizona.

Mihaljevic J, Chief C, Malik M, Oshinubi K, Doerry E, Gel E Front Public Health. 2024; 12:1357908.

PMID: 38883190 PMC: 11176426. DOI: 10.3389/fpubh.2024.1357908.


Operationalizing cultural adaptation to climate change: contemporary examples from United States agriculture.

Waring T, Niles M, Kling M, Miller S, Hebert-Dufresne L, Sabzian H Philos Trans R Soc Lond B Biol Sci. 2023; 378(1889):20220397.

PMID: 37718600 PMC: 10505858. DOI: 10.1098/rstb.2022.0397.


Challenges of using modelling evidence in the visceral leishmaniasis elimination programme in India.

Dial N, Croft S, Chapman L, Terris-Prestholt F, Medley G PLOS Glob Public Health. 2023; 2(11):e0001049.

PMID: 36962829 PMC: 10021829. DOI: 10.1371/journal.pgph.0001049.


Domesticating models: On the contingency of Covid-19 modelling in UK media and policy.

Engelmann L, Montgomery C, Sturdy S, Moreno Lozano C Soc Stud Sci. 2022; 53(1):121-145.

PMID: 36227023 PMC: 9892880. DOI: 10.1177/03063127221126166.


References
1.
Ferguson N, Donnelly C, Anderson R . Transmission intensity and impact of control policies on the foot and mouth epidemic in Great Britain. Nature. 2001; 413(6855):542-8. DOI: 10.1038/35097116. View

2.
Morens D, Folkers G, Fauci A . The challenge of emerging and re-emerging infectious diseases. Nature. 2004; 430(6996):242-9. PMC: 7094993. DOI: 10.1038/nature02759. View

3.
Haydon D, Chase-Topping M, Shaw D, Matthews L, Friar J, Wilesmith J . The construction and analysis of epidemic trees with reference to the 2001 UK foot-and-mouth outbreak. Proc Biol Sci. 2003; 270(1511):121-7. PMC: 1691228. DOI: 10.1098/rspb.2002.2191. View

4.
Stirling A . Keep it complex. Nature. 2010; 468(7327):1029-31. DOI: 10.1038/4681029a. View

5.
Woolhouse M . Foot-and-mouth disease in the UK: what should we do next time?. J Appl Microbiol. 2003; 94 Suppl:126S-130S. DOI: 10.1046/j.1365-2672.94.s1.15.x. View