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Taiwan ended third COVID-19 community outbreak as forecasted
Yu-Heng Wu1, Torbjörn E M Nordling2
1Department of Mechanical Engineering, National Cheng Kung University, Tainan, 701, Taiwan.
Scientific Reports
|March 20, 2024
Summary
Forecasting COVID-19 community outbreaks is vital for resource allocation and resuming normal operations. A novel ratio-based exponential model accurately predicted the end of Taiwan
Area of Science:
- Epidemiology
- Public Health
- Mathematical Modeling
Background:
- Accurate forecasting of community outbreaks is crucial for effective resource allocation and implementing non-pharmaceutical interventions.
- Societal and economic recovery hinges on predicting the end of outbreaks for resuming normal operations.
- Taiwan experienced three distinct COVID-19 community outbreaks between 2019 and 2021.
Purpose of the Study:
- To forecast the end of the third COVID-19 community outbreak in Taiwan.
- To validate a novel forecasting method using a key control variable.
- To assess the effectiveness of contact tracing in controlling outbreaks.
Main Methods:
- Identified the ratio of 7-day average local & unknown confirmed to suspected cases as the key control variable.
- Utilized an exponential model to forecast the outbreak's end date.
- Compared forecasted dates with real-world observations of case confirmation and quarantine.
Main Results:
- The exponential model forecasted the end of the third outbreak on August 16th.
- Real observations crossed the threshold eleven days later, on August 27th.
- The last case was confirmed and quarantined on September 20th, demonstrating the method's accuracy.
Conclusions:
- The proposed forecasting method, utilizing the case ratio, accurately predicts the end of local outbreaks.
- The case ratio serves as an indicator for the effectiveness of contact tracing efforts.
- Effective contact tracing, testing, and isolation are critical for ending community outbreaks.

