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Mean-field analysis of an inductive reasoning game: Application to influenza vaccination

Romulus Breban, Raffaele Vardavas, and Sally Blower

  • Semel Institute for Neuroscience and Human Behavior, David Geffen School of Medicine, University of California, Los Angeles, California 90095-1555, USA

Phys. Rev. E 76, 031127 – Published 24 September, 2007

DOI: https://doi.org/10.1103/PhysRevE.76.031127

Abstract

Recently we have introduced an inductive reasoning game of voluntary yearly vaccination to establish whether or not a population of individuals acting in their own self-interest would be able to prevent influenza epidemics. Here, we analyze our model to describe the dynamics of the collective yearly vaccination uptake. We discuss the mean-field equations of our model and first order effects of fluctuations. We explain why our model predicts that severe epidemics are periodically expected even without the introduction of pandemic strains. We find that fluctuations in the collective yearly vaccination uptake induce severe epidemics with an expected periodicity that depends on the number of independent decision makers in the population. The mean-field dynamics also reveal that there are conditions for which the dynamics become robust to the fluctuations. However, the transition between fluctuation-sensitive and fluctuation-robust dynamics occurs for biologically implausible parameters. We also analyze our model when incentive-based vaccination programs are offered. When a family-based incentive is offered, the expected periodicity of severe epidemics is increased. This results from the fact that the number of independent decision makers is reduced, increasing the effect of the fluctuations. However, incentives based on the number of years of prepayment of vaccination may yield fluctuation-robust dynamics where severe epidemics are prevented. In this case, depending on prepayment, the transition between fluctuation-sensitive and fluctuation-robust dynamics may occur for biologically plausible parameters. Our analysis provides a practical method for identifying how many years of free vaccination should be provided in order to successfully ameliorate influenza epidemics.

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References (35)

  1. R. Vardavas, R. Breban, and S. Blower, PLOS Comput. Biol. 3, e85 (2006).
  2. W. B. Arthur, Am. Econ. Rev. 84, 406 (1994).
  3. D. Challet, M. Marsili, and Y.-C. Zhang, Minority Games (Nova Science Publishers, New York, 2004).
  4. E. Moro, in Advances in Condensed Matter and Statistical Physics, edited by E. Korutcheva and R. Cuerno (Nova, 2004), p. 1.
  5. D. Challet and Y. C. Zhang, Physica A 246, 407 (1997).
  6. D. Challet, A. Chessa, M. Marsili, and Y. C. Zhang, Quant. Finance 1, 168 (2001).
  7. P. Y. Geoffard and T. Philipson, Am. Econ. Rev. 87, 222 (1997).
  8. C. T. Bauch, A. P. Galvani, and D. J. Earn, Proc. Natl. Acad. Sci. U.S.A. 100, 10564 (2003).
  9. C. T. Bauch and D. J. Earn, Proc. Natl. Acad. Sci. U.S.A. 101, 13391 (2004).
  10. T. D. Szucs and D. Muller, Vaccine 23, 5055 (2005).
  11. N. M. Ferguson, D. A. Cummings, S. Cauchemez, C. Fraser, S. Riley, A. Meeyai, S. Iamsirithaworn, and D. S. Burke, Nature (London) 437, 209 (2005).
  12. B. S. Cooper, I. M. Longini, W. J. Edmunds, and N. J. Gay, PLoS Med. 3, e212 (2006).
  13. M. E. Halloran and I. M. Longini, Science 311, 615 (2006).
  14. C. E. Mills, J. M. Robins, and M. Lipsitch, Nature (London) 432, 904 (2004).
  15. We do not include the option of treatment against influenza. However, the effects of treatment can be implicitly included in our model by decreasing the effective critical vaccination coverage πc.

  16. Our model is designed to describe the case of large N. We do not explicitly model disease transmission as we simply assign a probability of getting infected. However, the results that we present here would not disagree with more elaborate models including disease transmission. In the cases when disease transmission chains scale sublinearly with N (i.e., p<πc), we say that epidemics are prevented. When there is the possibility of transmission chains that scale linearly with N (i.e., pπc), we say that epidemics will occur. As N increases, the epidemic to nonepidemic transition becomes sharper.

  17. H. E. Nusse, E. Ott, and J. A. Yorke, Phys. Rev. E 49, 1073 (1994).
  18. M. di Bernardo, C. J. Budd, and A. R. Champneys, Phys. Rev. Lett. 86, 2553 (2001).
  19. M. Dutta, H. E. Nusse, E. Ott, J. A. Yorke, and G. Yuan, Phys. Rev. Lett. 83, 4281 (1999).
  20. J. Laugesen and E. Mosekilde, Comput. Oper. Res. 33, 464 (2006).
  21. H. E. Nusse and J. A. Yorke, Physica D 57, 39 (1992).
  22. M. di Bernardo, M. I. Feigin, S. J. Hogan, and M. E. Homer, Chaos, Solitons Fractals 10, 1881 (1999).
  23. M. di Bernardo, C. J. Budd, and A. R. Champneys, Physica D 160, 222 (2001).
  24. As the period two orbit is created, its basin jumps from {πc,sπc} at πc=Π0 to [0,s(πcδϵ)][(πc+δϵ),1] at πc=Π0ϵ, where ϵ and δϵ are strictly positive and arbitrarily small.

  25. It can be argued that the distribution of w’s over the population approaches (1πc)δ(w)+πcδ(1w). See [1] for discussion of numerical results.

  26. S. Kraut and U. Feudel, Phys. Rev. E 66, 015207(R) (2002).
  27. P. Reimann, J. Stat. Phys. 82, 1467 (1996).
  28. J. C. Sommerer, E. Ott, and C. Grebogi, Phys. Rev. A 43, 1754 (1991).
  29. H. McCallum, N. Barlow, and J. Hone, Trends Ecol. Evol. 16, 295 (2001).
  30. Furthermore, for k=4, we obtain the threshold value of πc to be approximately 0.419 in agreement with the bifurcation structure in Fig. 7.

  31. W. E. Beyer, I. A. de Bruijn, A. M. Palache, R. G. Westendorp, and A. D. Osterhaus, Arch. Intern Med. 159, 182 (1999).
  32. S. A. Harper, K. Fukuda, N. J. Cox, and C. B. Bridges, MMWR Morb Mortal Wkly Rep. 52, 1 (2003).
  33. CDC, Influenza (flu), http://www.cdc.gov/flu/
  34. W. W. Thompson, D. K. Shay, E. Weintraub, L. Brammer, N. Cox, L. J. Anderson, and K. Fukuda, J. Am. Med. Assoc. 289, 179 (2003).
  35. S. A. Harper, K. Fukuda, T. M. Uyeki, N. J. Cox, and C. B. Bridges, MMWR Morb Mortal Wkly Rep. 54, 1 (2005).

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