A note on the effects of epidemic forecasts on epidemic dynamics

被引:6
|
作者
Record, Nicholas R. [1 ]
Pershing, Andrew [2 ]
机构
[1] Bigelow Lab Ocean Sci, East Boothbay, ME 04544 USA
[2] Gulf Maine Res Inst, Portland, ME USA
来源
PEERJ | 2020年 / 8卷
关键词
Epidemic; Forecast; Model; Forecast feedback; SIR model; Reflexive prediction; COVID-19; MODEL;
D O I
10.7717/peerj.9649
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
The purpose of a forecast, in making an estimate about the future, is to give people information to act on. In the case of a coupled human system, a change in human behavior caused by the forecast can alter the course of events that were the subject of the forecast. In this context, the forecast is an integral part of the coupled human system, with two-way feedback between forecast output and human behavior. However, forecasting programs generally do not examine how the forecast might affect the system in question. This study examines how such a coupled system works using a model of viral infection-the susceptible-infected-removed (SIR) model- when the model is used in a forecasting context. Human behavior is modified by making the contact rate responsive to other dynamics, including forecasts, of the SIR system. This modification creates two-way feedback between the forecast and the infection dynamics. Results show that a faster rate of response by a population to system dynamics or forecasts leads to a significant decline in peak infections. Responding to a forecast leads to a lower infection peak than responding to current infection levels. Inaccurate forecasts can lead to either higher or lower peak infections depending on whether the forecast under-or over-estimates the peak. The direction of inaccuracy in a forecast determines whether the outcome is better or worse for the population. While work is still needed to constrain model functional forms, forecast feedback can be an important component of epidemic dynamics that should be considered in response planning.
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页数:11
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