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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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Detalles Bibliográficos
Autores principales: Serfass, David G., Sherman, Ryne A.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2015
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4643936/
https://www.ncbi.nlm.nih.gov/pubmed/26566125
http://dx.doi.org/10.1371/journal.pone.0143051
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author Serfass, David G.
Sherman, Ryne A.
author_facet Serfass, David G.
Sherman, Ryne A.
author_sort Serfass, David G.
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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.
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spelling pubmed-46439362015-11-18 Situations in 140 Characters: Assessing Real-World Situations on Twitter Serfass, David G. Sherman, Ryne A. PLoS One Research Article 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. Public Library of Science 2015-11-13 /pmc/articles/PMC4643936/ /pubmed/26566125 http://dx.doi.org/10.1371/journal.pone.0143051 Text en © 2015 Serfass, Sherman http://creativecommons.org/licenses/by/4.0/ This is an open-access article distributed under the terms of the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are properly credited.
spellingShingle Research Article
Serfass, David G.
Sherman, Ryne A.
Situations in 140 Characters: Assessing Real-World Situations on Twitter
title 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_short Situations in 140 Characters: Assessing Real-World Situations on Twitter
title_sort situations in 140 characters: assessing real-world situations on twitter
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4643936/
https://www.ncbi.nlm.nih.gov/pubmed/26566125
http://dx.doi.org/10.1371/journal.pone.0143051
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