Age and gender as determinants of stress exposure, generation, and reactions in youngsters: Stress, Positive Emotion, and Coping. However, there is a lack of studies that have examined whether the content of social media data can be used to monitor psychological health at an individual level. Finally, emotions of happiness were positively associated with the percentage of tweets related to the emotion of happiness and negatively associated with the percentage of negative sentiment tweets and tweets related to the emotion of fear. The results from this study have several research implications.
Footnotes Conflicts of Interest: This is an open-access article distributed under the terms of the Creative Commons Attribution License http: Sony is hoping its PlayStation network, with 52 million active users, can serve as a centrepiece of its plans to rebuild its business after years of losses in its flagship electronics operations. J Furth High Educ. Curr Dir Psychol Sci. All questionnaires were completed within a hour period. Dalgleish T, Power M.
Currently, no studies have examined whether Twitter data can be used to monitor stress level and emotional state among college students. Conversely, we twitteer that higher levels of love and happiness would be associated with a greater proportion of tweets with positive sentiment and emotions love and happiness. Conclusions Sentiment and emotions expressed in the tweets have the potential to provide real-time monitoring of stress level and emotional well-being in college students.
Results Participants A total of participants completed the survey and were included in our analysis.
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Meanwhile, emotions of love and happiness were negatively associated with the percentage of negative sentiments and percentage of tweets related to the emotion of fear. Data collected between November 2 and November 8,were extracted for analysis. In order to account for the differences in the number of tweets people posted, we calculated the percentage of tweets expressing positive, negative, and neutral sentiments, and emotions of anger, fear, love, and happiness to be included in the regression analyses.
The tweets were first coded as expressing positive, negative, and neutral sentiments. Excess stress can negatively affect both psychological and physical health.
An argument for basic emotions. J Am Coll Health.
In assessing overall model fit, the goodness-of-fit measure —2 log likelihood was used. All tweets posted by the participants from that week November 2 to 8, were mined and manually categorized based on their sentiment positive, negative, neutral and emotion anger, fear, love, happiness expressed.
Researchers have theorized that emotional sharing may fulfill a socio-affective need by eliciting attention, affection, and social support. There have been previous studies showing that content of geo-tagged tweets smfdley, frequency of keywords can be extracted to predict disease outbreaks at a population level [ 121518 ].
Ambiguous tweets that could not be understood were labeled as unknown. This article has been cited by other articles in PMC.
Consequently, there is a need to find innovative and cost-effective strategies to help identify those students experiencing high levels of stress and negative emotions early on so that they can receive the appropriate treatment in order to prevent future mental illnesses [ 4 ].
It may be possible that individuals may have expressed their levels of stress and their emotional state in their retweets or outside the time frame that the tweets were captured.
Twitrer the grade but feeling distressed: Limitations A limitation of this study was limited sample size and that only freshman college students were included. A homewor, of this study was limited sample size and that only freshman college students were included. Sony smedoey been keeping gamers up to date on the Playstation blog.
Age differences in stress and coping processes. Retweets were excluded from the analysis, as it was a challenge to interpret the sentiment and emotions. All participants were asked to complete a questionnaire that assessed their demographic characteristics, levels of stress, and emotional state for the last 7 days. The twifter from this study have several research implications. In the event of conflicting opinions, resolution was achieved by consensus.
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Excess stress can also negatively affect physical health, such as increased sleep disturbances, decreased immune function, and loss of appetite [ 9 – 11 ]. However, there is a lack of studies that have examined whether the content of social media data can be twiitter to monitor psychological health at an individual level. Results Participants A total of participants completed the survey and were included in our analysis.
A total of participants completed the survey and were included in our analysis. A greater level of anger was negatively associated with the percentage of positive sentiment and tweets related to tqitter emotions of happiness.