Optimal time-profiles of public health intervention to shape voluntary vaccination for childhood diseases

被引:0
|
作者
Bruno Buonomo
Piero Manfredi
Alberto d’Onofrio
机构
[1] University of Naples Federico II,Department of Mathematics and Applications
[2] University of Pisa,Department of Economics and Management
[3] International Prevention Research Institute,undefined
来源
Journal of Mathematical Biology | 2019年 / 78卷
关键词
Vaccination; Human behavior; Public health system; Communication; Optimal control; Simulated annealing; Forward–backward sweep method; 92D30; 49J15; 49N90; 91A80; 91A22;
D O I
暂无
中图分类号
学科分类号
摘要
In order to seek the optimal time-profiles of public health systems (PHS) Intervention to favor vaccine propensity, we apply optimal control (OC) to a SIR model with voluntary vaccination and PHS intervention. We focus on short-term horizons, and on both continuous control strategies resulting from the forward–backward sweep deterministic algorithm, and piecewise-constant strategies (which are closer to the PHS way of working) investigated by the simulated annealing (SA) stochastic algorithm. For childhood diseases, where disease costs are much larger than vaccination costs, the OC solution sets at its maximum for most of the policy horizon, meaning that the PHS cannot further improve perceptions about the net benefit of immunization. Thus, the subsequent dynamics of vaccine uptake stems entirely from the declining perceived risk of infection (due to declining prevalence) which is communicated by direct contacts among parents, and unavoidably yields a future decline in vaccine uptake. We find that for relatively low communication costs, the piecewise control is close to the continuous control. For large communication costs the SA algorithm converges towards a non-monotone OC that can have oscillations.
引用
收藏
页码:1089 / 1113
页数:24
相关论文
共 16 条
  • [1] Optimal time-profiles of public health intervention to shape voluntary vaccination for childhood diseases
    Buonomo, Bruno
    Manfredi, Piero
    d'Onofrio, Alberto
    JOURNAL OF MATHEMATICAL BIOLOGY, 2019, 78 (04) : 1089 - 1113
  • [2] Optimal public health intervention in a behavioural vaccination model: the interplay between seasonality, behaviour and latency period
    Buonomo, Bruno
    Della Marca, Rossella
    d'Onofrio, Alberto
    MATHEMATICAL MEDICINE AND BIOLOGY-A JOURNAL OF THE IMA, 2019, 36 (03): : 297 - 324
  • [3] Childhood Vaccination Implications for Global and Domestic Public Health
    Younger, David S.
    Younger, Adam P. J.
    Guttmacher, Sally
    NEUROLOGIC CLINICS, 2016, 34 (04) : 1035 - +
  • [4] Vaccination: A Public Health Intervention That Changed History & Is Changing with History
    Stein, Richard A.
    AMERICAN BIOLOGY TEACHER, 2011, 73 (09): : 513 - 519
  • [5] EFFECT OF SEASONALITY ON THE DYNAMICS OF AN IMITATION BASED VACCINATION MODEL WITH PUBLIC HEALTH INTERVENTION
    Buonomo, Bruno
    Carbone, Giuseppe
    d'Onofrio, Alberto
    MATHEMATICAL BIOSCIENCES AND ENGINEERING, 2018, 15 (01) : 299 - 321
  • [6] A qualitative interview study with parents to identify barriers and drivers to childhood vaccination and inform public health interventions
    Musa, Sanjin
    Kulo, Aida
    Bach Habersaat, Katrine
    Skrijelj, Venesa
    Smjecanin, Mirsad
    Jackson, Cath
    HUMAN VACCINES & IMMUNOTHERAPEUTICS, 2021, 17 (09) : 3023 - 3033
  • [7] Using a theoretical framework of Intervention Mapping to inform public health communication messages designed to increase vaccination uptake; the example of mpox in the Netherlands
    Ymke J. Evers
    Francine Schneider
    Veja Widdershoven
    Cornelia J. D. Goense
    Charlotte M. M. Peters
    Sjoerd G. van Elsen
    Christian J. P. A. Hoebe
    Nicole H. T. M. Dukers-Muijrers
    BMC Public Health, 23
  • [8] Using a theoretical framework of Intervention Mapping to inform public health communication messages designed to increase vaccination uptake; the example of mpox in the Netherlands
    Evers, Ymke J.
    Schneider, Francine
    Widdershoven, Veja
    Goense, Cornelia J. D.
    Peters, Charlotte M. M.
    van Elsen, Sjoerd G.
    Hoebe, Christian J. P. A.
    Dukers-Muijrers, Nicole H. T. M.
    BMC PUBLIC HEALTH, 2023, 23 (01)
  • [9] Complementarity between term-time forcing and delayed vaccination response in explaining irregular dynamics in childhood diseases
    John C. Eckalbar
    Walter L. Eckalbar
    Ricerche di Matematica, 2018, 67 : 175 - 204
  • [10] Complementarity between term-time forcing and delayed vaccination response in explaining irregular dynamics in childhood diseases
    Eckalbar, John C.
    Eckalbar, Walter L.
    RICERCHE DI MATEMATICA, 2018, 67 (01) : 175 - 204