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10.3390/ijerph18094591

http://scihub22266oqcxt.onion/10.3390/ijerph18094591
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33926072!8123597!33926072
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suck abstract from ncbi


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pmid33926072      Int+J+Environ+Res+Public+Health 2021 ; 18 (9): ä
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  • Perceiving Social-Emotional Volatility and Triggered Causes of COVID-19 #MMPMID33926072
  • Jiang S; Zhang H; Qi J; Fang B; Xu T
  • Int J Environ Res Public Health 2021[Apr]; 18 (9): ä PMID33926072show ga
  • Health support has been sought by the public from online social media after the outbreak of novel coronavirus disease 2019 (COVID-19). In addition to the physical symptoms caused by the virus, there are adverse impacts on psychological responses. Therefore, precisely capturing the public emotions becomes crucial to providing adequate support. By constructing a domain-specific COVID-19 public health emergency discrete emotion lexicon, we utilized one million COVID-19 theme texts from the Chinese online social platform Weibo to analyze social-emotional volatility. Based on computed emotional valence, we proposed a public emotional perception model that achieves: (1) targeting of public emotion abrupt time points using an LSTM-based attention encoder-decoder (LAED) mechanism for emotional time-series, and (2) backtracking of specific triggered causes of abnormal volatility in a cognitive emotional arousal path. Experimental results prove that our model provides a solid research basis for enhancing social-emotional security outcomes.
  • |*COVID-19[MESH]
  • |*Social Media[MESH]
  • |Emotions[MESH]
  • |Humans[MESH]
  • |SARS-CoV-2[MESH]


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