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Developing an early warning system of suicide using Google Trends and media reporting
Yi Chai1, Hao Luo2, Qingpeng Zhang3
1Department of Social Work and Social Administration, Faculty of social Sciences, The University of Hong Kong, Hong Kong, China.
This study developed an early warning system for suicide outbreaks in Hong Kong using Google Trends and media reports. The system shows potential for timely interventions by predicting suicide numbers and intensity.
Area of Science:
- Public Health
- Epidemiology
- Data Science
Background:
- Conventional suicide surveillance systems have significant time lags (6 months to 2 years).
- There is a need for rapid detection of potential suicide outbreaks.
Purpose of the Study:
- To develop an early warning system for suicide outbreaks in Hong Kong.
- To utilize Google Trends and media reporting data for real-time suicide prediction.
Main Methods:
- Collected 3,534 suicide records (2011-2015) from official Hong Kong sources.
- Employed Poisson regression models with Google Trends and media data to predict weekly suicide counts.
- Utilized cumulative sum (CUSUM) control charts to identify suicide outbreaks.
Main Results:
- The model achieved low prediction errors (15.6%-24.16%) for suicide numbers.
- Suicide intensity was well-captured for young males and females.
- The CUSUM method demonstrated high precision (100%) for young females and (54%) for young males.
Conclusions:
- Google Trends and media reporting are valuable for predicting suicide outbreaks in Hong Kong.
- The developed system can support timely and targeted public health interventions.
- Further research could incorporate social media, socioeconomic, and climate data.
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