About: The psychological effects of quarantine during COVID-19 outbreak: Sentiment analysis of social media data

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About: The psychological effects of quarantine during COVID-19 outbreak: Sentiment analysis of social media data Goto Sponge NotDistinct Permalink

An Entity of Type : schema:ScholarlyArticle, within Data Space : covidontheweb.inria.fr associated with source document(s)

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type	Academic Article research paper schema:ScholarlyArticle
isDefinedBy	Covid-on-the-Web dataset
title	The psychological effects of quarantine during COVID-19 outbreak: Sentiment analysis of social media data
Creator	Zhao, Bin Lu, Weisheng Webster, Chris Xu, Jinying Xue, Fan »more»
source	MedRxiv
abstract	We rely on social distancing measures such as quarantine and isolation to contain the COVID-19. However, the negative psychological effects of these measures are non-negligible. To supplement previous research on psychological effects after quarantine, this research will investigate the effects of quarantine amid COVID-19. We adopt a sentiment analysis approach to analyze the psychological state changes of 1,278 quarantined persons with 214,874 tweets over four weeks spanning the period before, during, and after quarantine. We formed a control group of 1,278 unquarantined persons with 250,198 tweets. The tweets of both groups are analyzed by matching with a lexicon to measure the anxious depression level changes over time. We discovered a clear pattern of psychological changes for quarantined persons. Anxious depression levels significantly increased as quarantine starts, but gradually diminished as it progresses. However, anxious depression levels resurged after a 14-day quarantine. It was found that quarantine has a negative impact on the mental health of quarantined and unquarantined people. Whilst quarantine is deemed necessary, proper interventions such as emotion management should be introduced to mitigate its adverse psychological impacts.
has issue date	2020-06-26(xsd:dateTime)
bibo:doi	10.1101/2020.06.25.20140426
has license	medrxiv
sha1sum (hex)	3286acc5319d5283a468af61872813a5467bfb8b
schema:url	https://doi.org/10.1101/2020.06.25.20140426
resource representing a document's title	The psychological effects of quarantine during COVID-19 outbreak: Sentiment analysis of social media data
resource representing a document's body	covid:3286acc5319d5283a468af61872813a5467bfb8b#body_text
is schema:about of	named entity 'anxious' named entity 'control group' named entity 'quarantined' named entity 'pattern' named entity 'psychological' »more»

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