Access this chapter
Tax calculation will be finalised at checkout
Purchases are for personal use only
Notes
- 1.
- 2.
Liu et al. (1986) proposed that spatial clustering can be modeled by a transmission term βS p I q∕N, with p and q between zero and one.
- 3.
The notion of a critical host density is discussed in more detail in Sect. 10.7.
- 4.
A thin-plate spline is a spline-based technique that produces smooth surfaces in 2 (or higher) dimensions (Wood, 2003).
- 5.
Recall that the with(as.list(…)) allows evaluation of the equations using the definitions in the parameters vector and % ∗ % denotes matrix multiplication.
- 6.
The tiny non-zero fraction of initials in the R group in the code is because integrating the model in log-coordinates for numerical stability requires non-zero state variables, so \(\log (0)=-\infty \) would break the numerical integrator.
- 7.
This is another unfortunate case of notation conventions in different fields pertinent to infectious disease dynamics that adds confusion to the Greek alphabet soup; this text generally adheres to mathematical epidemiology conventions for which α is commonly used for rate of infection-induced mortality, but in mathematical demography α ij conventionally refers to the i’th row and j’th column of the Leslie matrix.
References
Arias, E., Rostron, B. L., & Tejada-Vera, B. (2010). National vital statistics reports. National Vital Statistics Reports, 58(10).
Bjørnstad, O. N., Finkenstadt, B. F., & Grenfell, B. T. (2002a). Dynamics of measles epidemics: Estimating scaling of transmission rates using a time series sir model. Ecological Monographs, 72(2), 169–184.
Bjørnstad, O. N., & Viboud, C. (2016). Timing and periodicity of influenza epidemics. Proceedings of the National Academy of Sciences, 201616052.
Bolker, B. M., & Grenfell, B. T. (1993). Chaos and biological complexity in measles dynamics. Proceedings of the Royal Society of London B, 251(1330), 75–81.
Caswell, H. (2001). Matrix population models: Construction, analysis, and interpretation (2nd edn). Sinauer Associates.
Chowell, G., Echevarría-Zuno, S., Viboud, C., Simonsen, L., Tamerius, J., Miller, M. A., & Borja-Aburto, V. H. (2011). Characterizing the epidemiology of the 2009 influenza A/H1N1 pandemic in Mexico. PLoS Medicine, 8(5).
De Castro, F., & Bolker, B. (2005). Mechanisms of disease-induced extinction. Ecology Letters, 8(1), 117–126.
de Jong, M., Diekmann, O., & Heesterbeek, H. (1995). How does transmission of infection depend on population size? In Mollison, D., (Ed.), Epidemic models: Their structure and relation to data (pp. 84–94). Cambridge University Press.
Delatte, H., Gimonneau, G., Triboire, A., & Fontenille, D. (2009). Influence of temperature on immature development, survival, longevity, fecundity, and gonotrophic cycles of Aedes albopictus, vector of chikungunya and dengue in the Indian Ocean. Journal of Medical Entomology, 46(1), 33–41.
Dowdle, W. R. (1999). Influenza A virus recycling revisited. Bulletin of the World Health Organization, 77(10), 820.
Engen, S., Tian, H., Yang, R., Bjørnstad, O. N., Whittington, J. D., & Stenseth, N. C. (2021). The ecological dynamics of the coronavirus epidemics during transmission from outside sources when R0 is successfully managed below one. Royal Society Open Science, 8(6), 202234.
Ferrari, M. J., Bansal, S., Meyers, L. A., & Bjørnstad, O. N. (2006a). Network frailty and the geometry of herd immunity. Proceedings of the Royal Society of London B, 273(1602), 2743–2748.
Ferrari, M. J., Perkins, S. E., Pomeroy, L. W., & Bjørnstad, O. N. (2011). Pathogens, social networks, and the paradox of transmission scaling. Interdisciplinary Perspectives on Infectious Diseases, 2011.
Gog, J. R., Ballesteros, S., Viboud, C., Simonsen, L., Bjornstad, O. N., Shaman, J., Chao, D. L., Khan, F., & Grenfell, B. T. (2014). Spatial transmission of 2009 pandemic influenza in the US. PLoS Computational Biology, 10(6), e1003635.
Grais, R. F., Dubray, C., Gerstl, S., Guthmann, J. P., Djibo, A., Nargaye, K. D., Coker, J., Alberti, K. P., Cochet, A., Ihekweazu, C., et al. (2007). Unacceptably high mortality related to measles epidemics in Niger, Nigeria, and Chad. PLoS Medicine, 4(1), e16.
Grenfell, B. T., & Anderson, R. M. (1989). Pertussis in England and Wales: An investigation of transmission dynamics and control by mass vaccination. Proceedings of the Royal Society B, 236(1284), 213–252.
Lavine, J. S., Bjornstad, O. N., & Antia, R. (2021). Immunological characteristics govern the transition of COVID-19 to endemicity. Science, 371(6530), 741–745.
Leslie, P. H. (1945). On the use of matrices in certain population mathematics. Biometrika, 33(3), 183–212.
Li, R., Bjørnstad, O. N., & Stenseth, N. C. (2021a). Switching vaccination among target groups to achieve improved long-lasting benefits. Royal Society Open Science, 8(6), 210292.
Li, R., Metcalf, C. J. E., Stenseth, N. C., & Bjørnstad, O. N. (2021b). A general model for the demographic signatures of the transition from pandemic emergence to endemicity. Science Advances, 7(33), eabf9040.
Liu, W.-M., Levin, S. A., & Iwasa, Y. (1986). Influence of nonlinear incidence rates upon the behavior of SIRS epidemiological models. Journal of Mathematical Biology, 23(2), 187–204.
Metcalf, C. J. E., & Barrett, A. (2016). Invasion Dynamics of Teratogenic Infections in Light of rubella Control: Implications for Zika Virus. PLoS Currents, 8.
Miller, C. L., & Fletcher, W. (1976). Severity of notified whooping cough. British Medical Journal, 1(6002), 117–119.
Morens, D. M., & Fauci, A. S. (2007). The 1918 influenza pandemic: Insights for the 21st century. The Journal of Infectious Diseases, 195(7), 1018–1028.
Mossong, J., Hens, N., Jit, M., Beutels, P., Auranen, K., Mikolajczyk, R., Massari, M., Salmaso, S., Tomba, G. S., Wallinga, J., et al. (2008). Social contacts and mixing patterns relevant to the spread of infectious diseases. PLoS Medicine, 5(3), e74.
Roberts, M., & Heesterbeek, H. (1993). Bluff your way in epidemic models. Trends in Microbiology, 1(9), 343–348.
Schenzle, D. (1984). An age-structured model of pre-and post-vaccination measles transmission. Mathematical Medicine and Biology A, 1(2), 169–191.
Simonsen, L., Clarke, M. J., Schonberger, L. B., Arden, N. H., Cox, N. J., & Fukuda, K. (1998). Pandemic versus epidemic influenza mortality: A pattern of changing age distribution. Journal of Infectious Diseases, 178(1), 53–60.
Smith, G. J., Vijaykrishna, D., Bahl, J., Lycett, S. J., Worobey, M., Pybus, O. G., Ma, S. K., Cheung, C. L., Raghwani, J., Bhatt, S., et al. (2009a). Origins and evolutionary genomics of the 2009 swine-origin H1N1 influenza A epidemic. Nature, 459(7250), 1122–1125.
Smith, M. J., Telfer, S., Kallio, E. R., Burthe, S., Cook, A. R., Lambin, X., & Begon, M. (2009b). Host-pathogen time series data in wildlife support a transmission function between density and frequency dependence. Proceedings of the National Academy of Sciences, 106(19), 7905–7909.
Verity, R., Okell, L. C., Dorigatti, I., Winskill, P., Whittaker, C., Imai, N., Cuomo-Dannenburg, G., Thompson, H., Walker, P. G., Fu, H., et al. (2020). Estimates of the severity of coronavirus disease 2019: A model-based analysis. The Lancet Infectious Diseases, 20(6), 669–677.
Vijgen, L., Keyaerts, E., Moës, E., Thoelen, I., Wollants, E., Lemey, P., Vandamme, A.-M., & Van Ranst, M. (2005). Complete genomic sequence of human coronavirus OC43: Molecular clock analysis suggests a relatively recent zoonotic coronavirus transmission event. Journal of Virology, 79(3), 1595–1604.
Wood, S. N. (2003). Thin plate regression splines. Journal of the Royal Statistical Society B, 65(1), 95–114.
Author information
Authors and Affiliations
Rights and permissions
Copyright information
© 2023 The Author(s), under exclusive license to Springer Nature Switzerland AG
About this chapter
Cite this chapter
Bjørnstad, O. (2023). FoI and Age-Dependence. In: Epidemics. Use R!. Springer, Cham. https://doi.org/10.1007/978-3-031-12056-5_4
Download citation
DOI: https://doi.org/10.1007/978-3-031-12056-5_4
Published:
Publisher Name: Springer, Cham
Print ISBN: 978-3-031-12055-8
Online ISBN: 978-3-031-12056-5
eBook Packages: Mathematics and StatisticsMathematics and Statistics (R0)