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Five ways to ensure that models serve society: a manifesto

Cartoon of scientists and policymakers inspecting the inside of a black box that is outputting a policy document

Illustration by David Parkins

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Nature 582, 482-484 (2020)



  1. Mayo, D. G. Statistical Inference as Severe Testing (Cambridge Univ. Press, 2018).

    Google Scholar 

  2. Devlin, H. & Boseley, S. ‘Scientists criticise UK government’s ‘following the science’ claim’ (The Guardian, 23 April 2020).

  3. Stirling, A. ‘How politics closes down uncertainty’. Available at

  4. Behrend, M. R. et al. PLoS Negl. Trop. Dis. 14, e0008033 (2020).

    Article  PubMed  Google Scholar 

  5. Kay, J. A. & King, M. A. Radical Uncertainty: Decision-making Beyond the Numbers (W. W. Norton & Company, 2020).

    Google Scholar 

  6. Puy, A., Lo Piano, S. & Saltelli, A. Geophys. Res. Lett. 47, e2020GL087360 (2020).

    Article  Google Scholar 

  7. Sarewitz, D., Pielke, R. A. & Byerly, R. Prediction: Science, Decision Making, and the Future of Nature (Island Press, 2000).

    Google Scholar 

  8. Porter, T. M. Trust in Numbers: The Pursuit of Objectivity in Science and Public Life (Princeton Univ. Press, 1996).

    Google Scholar 

  9. Ferguson, N. M. et al. Impact of non-pharmaceutical interventions (NPIs) to reduce COVID-19 mortality and healthcare demand (Imperial College London, 2020).

    Google Scholar 

  10. Espeland, W. N. & Stevens, M. L. Eur. J. Sociol. 49, 401–436 (2008).

    Article  Google Scholar 

  11. Bruno, I., Didier, E. & Vitale, T. Partecipazione e Conflitto 7, 198–220 (2014).

    Article  Google Scholar 

Download references

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