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DOI | 10.3390/ijerph16050762 |
Mining Social Media to Identify Heat Waves | |
Cecinati, Francesca1; Matthews, Tom2; Natarajan, Sukumar1; McCullen, Nick1; Coley, David1 | |
发表日期 | 2019 |
ISSN | 1660-4601 |
卷号 | 16期号:5 |
英文摘要 | Heat waves are one of the deadliest of natural hazards and their frequency and intensity will likely increase as the climate continues to warm. A challenge in studying these phenomena is the lack of a universally accepted quantitative definition that captures both temperature anomalies and associated mortality. We test the hypothesis that social media mining can be used to identify heat wave mortality. Applying the approach to India, we find that the number of heat-related tweets correlates with heat-related mortality much better than traditional climate-based indicators, especially at larger scales, which identify many heat wave days that do not lead to excess mortality. We conclude that social media based heat wave identification can complement climatic data and can be used to: (1) study heat wave impacts at large scales or in developing countries, where mortality data are difficult to obtain and uncertain, and (2) to track dangerous heat wave events in real time. |
WOS研究方向 | Environmental Sciences & Ecology ; Public, Environmental & Occupational Health |
来源期刊 | INTERNATIONAL JOURNAL OF ENVIRONMENTAL RESEARCH AND PUBLIC HEALTH
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文献类型 | 期刊论文 |
条目标识符 | http://gcip.llas.ac.cn/handle/2XKMVOVA/93997 |
作者单位 | 1.Univ Bath, Dept Architecture & Civil Engn, Bath BA2 7AY, Avon, England; 2.Loughborough Univ, Dept Geog & Environm, Loughborough LE11 3TU, Leics, England |
推荐引用方式 GB/T 7714 | Cecinati, Francesca,Matthews, Tom,Natarajan, Sukumar,et al. Mining Social Media to Identify Heat Waves[J],2019,16(5). |
APA | Cecinati, Francesca,Matthews, Tom,Natarajan, Sukumar,McCullen, Nick,&Coley, David.(2019).Mining Social Media to Identify Heat Waves.INTERNATIONAL JOURNAL OF ENVIRONMENTAL RESEARCH AND PUBLIC HEALTH,16(5). |
MLA | Cecinati, Francesca,et al."Mining Social Media to Identify Heat Waves".INTERNATIONAL JOURNAL OF ENVIRONMENTAL RESEARCH AND PUBLIC HEALTH 16.5(2019). |
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