Situations in 140 Characters: Assessing Real-World Situations on Twitter.

Over 20 million Tweets were used to study the psychological characteristics of real-world situations over the course of two weeks. Models for automatically and accurately scoring individual Tweets on the DIAMONDS dimensions of situations were developed. Stable daily and weekly fluctuations in the si...

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Main Authors: David G Serfass, Ryne A Sherman
Format: Article
Language:English
Published: Public Library of Science (PLoS) 2015-01-01
Series:PLoS ONE
Online Access:https://doi.org/10.1371/journal.pone.0143051
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spelling doaj-f39d041407ff4d4185b4959844dd77702021-03-03T19:57:45ZengPublic Library of Science (PLoS)PLoS ONE1932-62032015-01-011011e014305110.1371/journal.pone.0143051Situations in 140 Characters: Assessing Real-World Situations on Twitter.David G SerfassRyne A ShermanOver 20 million Tweets were used to study the psychological characteristics of real-world situations over the course of two weeks. Models for automatically and accurately scoring individual Tweets on the DIAMONDS dimensions of situations were developed. Stable daily and weekly fluctuations in the situations that people experience were identified. Predicted temporal trends were found, providing validation for this new method of situation assessment. On weekdays, Duty peaks in the midmorning and declines steadily thereafter while Sociality peeks in the evening. Negativity is highest during the workweek and lowest on the weekends. pOsitivity shows the opposite pattern. Additionally, gender and locational differences in the situations shared on Twitter are explored. Females share both more emotionally charged (pOsitive and Negative) situations, while no differences were found in the amount of Duty experienced by males and females. Differences in the situations shared from Rural and Urban areas were not found. Future applications of assessing situations using social media are discussed.https://doi.org/10.1371/journal.pone.0143051
collection DOAJ
language English
format Article
sources DOAJ
author David G Serfass
Ryne A Sherman
spellingShingle David G Serfass
Ryne A Sherman
Situations in 140 Characters: Assessing Real-World Situations on Twitter.
PLoS ONE
author_facet David G Serfass
Ryne A Sherman
author_sort David G Serfass
title Situations in 140 Characters: Assessing Real-World Situations on Twitter.
title_short Situations in 140 Characters: Assessing Real-World Situations on Twitter.
title_full Situations in 140 Characters: Assessing Real-World Situations on Twitter.
title_fullStr Situations in 140 Characters: Assessing Real-World Situations on Twitter.
title_full_unstemmed Situations in 140 Characters: Assessing Real-World Situations on Twitter.
title_sort situations in 140 characters: assessing real-world situations on twitter.
publisher Public Library of Science (PLoS)
series PLoS ONE
issn 1932-6203
publishDate 2015-01-01
description Over 20 million Tweets were used to study the psychological characteristics of real-world situations over the course of two weeks. Models for automatically and accurately scoring individual Tweets on the DIAMONDS dimensions of situations were developed. Stable daily and weekly fluctuations in the situations that people experience were identified. Predicted temporal trends were found, providing validation for this new method of situation assessment. On weekdays, Duty peaks in the midmorning and declines steadily thereafter while Sociality peeks in the evening. Negativity is highest during the workweek and lowest on the weekends. pOsitivity shows the opposite pattern. Additionally, gender and locational differences in the situations shared on Twitter are explored. Females share both more emotionally charged (pOsitive and Negative) situations, while no differences were found in the amount of Duty experienced by males and females. Differences in the situations shared from Rural and Urban areas were not found. Future applications of assessing situations using social media are discussed.
url https://doi.org/10.1371/journal.pone.0143051
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