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Zimmerman I, Tal T, Baram-Tsabari A. Cognitive, affective, and behavioral engagement with science news predicted by the use of accessibility strategies in science-minded and general audiences. PUBLIC UNDERSTANDING OF SCIENCE (BRISTOL, ENGLAND) 2024:9636625241252561. [PMID: 38853629 DOI: 10.1177/09636625241252561] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/11/2024]
Abstract
Numerous studies have explored internal factors such as cultural values and acquired knowledge accounting for how people engage with science. However, it remains unclear how external factors embedded in science texts relate to audience engagement. A content analysis of 298 text-based popular science news articles and their following 5852 reader comments was conducted in two Israeli audiences, science-minded and general readers, to explore how the accessibility strategies embedded in these articles relate to cognitive, affective, and behavioral engagement. Findings indicated similar patterns of relationship between accessibility strategies and engagement expressions for both audiences; however, the relationships were more pronounced for general readers compared to science-minded readers. Using jargon and a narrative writing style increased the odds of positive emotions in reader comments, whereas addressing socio-scientific issues increased the odds of cognitive expressions. These results may contribute to a fuller understanding of ways to drive meaningful public engagement.
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Affiliation(s)
| | - Tali Tal
- Technion-Israel Institute of Technology, Israel
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Guenther L, Wilhelm C, Oschatz C, Brück J. Science communication on Twitter: Measuring indicators of engagement and their links to user interaction in communication scholars' Tweet content. PUBLIC UNDERSTANDING OF SCIENCE (BRISTOL, ENGLAND) 2023; 32:860-869. [PMID: 37132036 PMCID: PMC10552346 DOI: 10.1177/09636625231166552] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/04/2023]
Abstract
Scientists increasingly use Twitter for communication about science. The microblogging service has been heralded for its potential to foster public engagement with science; thus, measuring how engaging, that is dialogue-oriented, tweet content is, has become a relevant research object. Tweet content designed in an engaging, dialogue-oriented way is also supposed to link to user interaction (e.g. liking, retweeting). The present study analyzed content-related and functional indicators of engagement in scientists' tweet content, applying content analysis to original tweets (n = 2884) of 212 communication scholars. Findings show that communication scholars tweet mostly about scientific topics, with, however, low levels of engagement. User interaction, nevertheless, correlated with content-related and functional indicators of engagement. The findings are discussed in light of their implications for public engagement with science.
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Affiliation(s)
- Lars Guenther
- University of Hamburg, Germany; Stellenbosch University, South Africa
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Hu Z, Ma B, Bai R. Motivation to participate in secondary science communication. Front Psychol 2022; 13:961846. [PMID: 36160547 PMCID: PMC9497449 DOI: 10.3389/fpsyg.2022.961846] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/05/2022] [Accepted: 08/09/2022] [Indexed: 11/13/2022] Open
Abstract
The rise of social media provides convenient mechanisms for audiences to participate in secondary science communication (SSC). The present study employs the theory of consumption values and theory of planned behavior to predict audiences' SSC intentions. The results indicate that emotional value, social value, altruistic value, attitude, internal perceived behavioral control and subjective norm are significant predictors of audiences' intentions to share or to repost science content on their social media. These results suggest that the theory of consumption values, together with the theory of planned behavior, is a useful framework for understanding SSC behaviors.
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Affiliation(s)
| | | | - Rubing Bai
- School of Management and Economics, Beijing Institute of Technology, Beijing, China
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Utz S, Gaiser F, Wolfers LN. Guidance in the chaos: Effects of science communication by virologists during the COVID-19 crisis in Germany and the role of parasocial phenomena. PUBLIC UNDERSTANDING OF SCIENCE (BRISTOL, ENGLAND) 2022; 31:799-817. [PMID: 35585793 PMCID: PMC9386758 DOI: 10.1177/09636625221093194] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Indexed: 06/15/2023]
Abstract
During the COVID-19 pandemic, virologists gained a prominent role in traditional and social media in Germany; several participated in regular podcasts. Using a two-wave survey (n = 696/361 at Time 1/2), we explore which impact the strong media presence of virologists had on media users and what role parasocial phenomena (asymmetric interactions and relationships with virologists) played. People who favored a specific virologist scored higher on various cognitive, affective, and behavioral outcomes. Exposure to the virologist was related to these outcomes and parasocial phenomena turned out as an intervening variable between exposure and subjective and objective knowledge (time 1), solace, and behavioral engagement (both times). We did not, however, find effects over time when controlling for the time 1 values, which rather speak against more long-term media effects. A higher need for leadership also predicted the formation of parasocial phenomena. We discuss the theoretical implications for the role of parasocial phenomena in science communication via digital media.
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Affiliation(s)
- Sonja Utz
- Sonja Utz, Everyday Media, Leibniz-Institut für Wissensmedien, Schleichstr. 6, 72076 Tübingen, Germany.
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How to use Twitter at a Scientific Conference. mSphere 2022; 7:e0012122. [PMID: 35531658 PMCID: PMC9241539 DOI: 10.1128/msphere.00121-22] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/03/2022] Open
Abstract
In the past decade, social media platforms have been recognized as an important tool in the dissemination of science among the research community and as an interface between scientists and the general public. Publishing companies that specialize in scientific research now pay attention to alternative metrics (“altmetrics”) and provide comprehensive guides about social media management to editors. Twitter has emerged as a leader among social media platforms in the dissemination of science. This Perspective will assert the merits of using Twitter to expand the reach of scientific conferences while providing guidance on how to disseminate conference findings in real-time, called “live-tweeting,” without compromising scientific integrity.
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Boothby C, Murray D, Waggy AP, Tsou A, Sugimoto CR. Credibility of scientific information on social media: Variation by platform, genre and presence of formal credibility cues. QUANTITATIVE SCIENCE STUDIES 2021. [DOI: 10.1162/qss_a_00151] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/04/2022] Open
Abstract
Abstract
Responding to calls to take a more active role in communicating their research findings, scientists are increasingly using open online platforms, such as Twitter, to engage in science communication or to publicize their work. Given the ease with which misinformation spreads on these platforms, it is important for scientists to present their findings in a manner that appears credible. To examine the extent to which the online presentation of science information relates to its perceived credibility, we designed and conducted two surveys on Amazon’s Mechanical Turk. In the first survey, participants rated the credibility of science information on Twitter compared with the same information in other media, and in the second, participants rated the credibility of tweets with modified characteristics: presence of an image, text sentiment, and the number of likes/retweets. We find that similar information about scientific findings is perceived as less credible when presented on Twitter compared to other platforms, and that perceived credibility increases when presented with recognizable features of a scientific article. On a platform as widely distrusted as Twitter, use of these features may allow researchers who regularly use Twitter for research-related networking and communication to present their findings in the most credible formats.
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Affiliation(s)
- Clara Boothby
- School of Informatics, Computing, and Engineering, Indiana University Bloomington, Bloomington, Indiana, United States of America
| | - Dakota Murray
- School of Informatics, Computing, and Engineering, Indiana University Bloomington, Bloomington, Indiana, United States of America
| | - Anna Polovick Waggy
- School of Informatics, Computing, and Engineering, Indiana University Bloomington, Bloomington, Indiana, United States of America
| | - Andrew Tsou
- School of Informatics, Computing, and Engineering, Indiana University Bloomington, Bloomington, Indiana, United States of America
| | - Cassidy R. Sugimoto
- School of Informatics, Computing, and Engineering, Indiana University Bloomington, Bloomington, Indiana, United States of America
- School of Public Policy, Georgia Institute of Technology, Atlanta, Georgia, United States of America
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Guenther L, Joubert M. Novel interfaces in science communication: Comparing journalistic and social media uptake of articles published by The Conversation Africa. PUBLIC UNDERSTANDING OF SCIENCE (BRISTOL, ENGLAND) 2021; 30:1041-1057. [PMID: 34130545 DOI: 10.1177/09636625211019312] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/12/2023]
Abstract
Science amplifier platforms such as The Conversation have gained popularity in a changing media ecosystem in which the traditional roles of journalists are eroded, and scientists are urged to engage with society. The Conversation constitutes a blend of scientific communication, public science communication and science journalism, and a convergence of the professional worlds of science and journalism. In this study, we investigated the nature and impact of the Africa-focussed edition of this platform, The Conversation Africa. We analysed articles published over a 5-year period since its launch in 2015 (N = 5392). Contents from South Africa dominate the platform, but contributions from other African countries are increasing. Regarding the role of The Conversation Africa as an inter-media agenda setter, mainstream media more often republished stories related to politics or economics, while stories about social issues such as education, conservation and art were more often shared on social media.
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Affiliation(s)
- Lars Guenther
- University of Hamburg, Germany; Stellenbosch University, South Africa
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Abstract
The Internet of Things technology offers convenience and innovation in areas such as smart homes and smart cities. Internet of Things solutions require careful management of devices and the risk mitigation of potential vulnerabilities within cyber-physical systems. The Internet of Things concept, its implementations, and applications are frequently discussed on social media platforms. This research illuminates the public view of the Internet of Things through a content-based and network analysis of contemporary conversations occurring on the Twitter platform. Tweets can be analyzed with machine learning methods to converge the volume and variety of conversations into predictive and descriptive models. We have reviewed 684,503 tweets collected in a 2-week period. Using supervised and unsupervised machine learning methods, we have identified trends within the realm of IoT and their interconnecting relationships between the most mentioned industries. We have identified characteristics of language sentiment which can help to predict the popularity of IoT conversation topics. We found the healthcare industry as the leading use case industry for IoT implementations. This is not surprising as the current COVID-19 pandemic is driving significant social media discussions. There was an alarming dearth of conversations towards cybersecurity. Recent breaches and ransomware events denote that organizations should spend more time communicating about risks and mitigations. Only 12% of the tweets relating to the Internet of Things contained any mention of topics such as encryption, vulnerabilities, or risk, among other cybersecurity-related terms. We propose an IoT Cybersecurity Communication Scorecard to help organizations benchmark the density and sentiment of their corporate communications regarding security against their specific industry.
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Sotudeh H, Barahmand N, Yousefi Z, Yaghtin M. How do academia and society react to erroneous or deceitful claims? The case of retracted articles’ recognition. J Inf Sci 2020. [DOI: 10.1177/0165551520945853] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
Researchers give credit to peer-reviewed, and thus, credible publications through citations. Despite a rigorous reviewing process, certain articles undergo retraction due to disclosure of their ethical or scientific deficiencies. It is, therefore, important to understand how society and academia react to the erroneous or deceitful claims and purge the science of their unreliable results. Applying a matched-pairs research design, this study examined a sample of medicine-related retracted and non-retracted articles matched by their content similarity. The regression analysis revealed similarities in obsolescence trends of the retracted and non-retracted groups. The Generalized Estimating Equations showed that citations are affected by the retraction status, life after retraction, life cycle and the journals’ previous reputation, with the two formers being the strongest in positively predicting the citations. The retracted papers obtain fewer citations either before or after retraction, implying academia’s watchful reaction to the low-quality papers even before official announcement of their fallibility. They exhibit an equal or higher social recognition level regarding Tweets and Blog Mentions, while a lower status regarding Mendeley Readership. This could signify social users’ sensibility regarding scientific quality since they probably publicise the retraction and warn against the retracted items in their tweets or blogs, while avoiding recording them in their Mendeley profiles. Further scrutiny is required to gain insight into the sensibility, if any, about scientific quality. The study’s originality relies on matching the retracted and non-retracted papers with their topics and neutralising variations in their citation potentials. It is also the first study comparing the groups’ social impacts.
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Affiliation(s)
- Hajar Sotudeh
- Department of Knowledge & Information Sciences, School of Education & Psychology, Shiraz University, Iran
| | | | - Zahra Yousefi
- Department of Knowledge and Information Sciences, Faculty of Literature and Humanities, Persian Gulf University, Iran
| | - Maryam Yaghtin
- Central Library, Shiraz University of Technology, Shiraz, Iran
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Wang W, Guo L. Framing genetically modified mosquitoes in the online news and Twitter: Intermedia frame setting in the issue-attention cycle. PUBLIC UNDERSTANDING OF SCIENCE (BRISTOL, ENGLAND) 2018; 27:937-951. [PMID: 30198824 DOI: 10.1177/0963662518799564] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/08/2023]
Abstract
We investigate how the online news and Twitter framed the discussion about genetically modified mosquitoes, and the interplay between the two media platforms. The study is grounded in the theoretical frameworks of intermedia agenda setting, framing, and the issue-attention cycle and combines methods of manual and computational content analysis, and time series analysis. The findings show that the Twitter discussion was more benefit-oriented, while the news coverage was more balanced. Initially, Twitter played a leading role in framing the discussion about genetically modified mosquitoes. When the public learned about the issue, online news gained momentum and led the Twitter publics to discuss the risks of genetically modified mosquitoes. Based on the findings, we argue that the intermedia frame setting may change its direction over time, and different media outlets may be influential in leading different aspects of the conversation.
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Mohammadi E, Thelwall M, Kwasny M, Holmes KL. Academic information on Twitter: A user survey. PLoS One 2018; 13:e0197265. [PMID: 29771947 PMCID: PMC5957360 DOI: 10.1371/journal.pone.0197265] [Citation(s) in RCA: 80] [Impact Index Per Article: 13.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/29/2017] [Accepted: 04/30/2018] [Indexed: 11/21/2022] Open
Abstract
Although counts of tweets citing academic papers are used as an informal indicator of interest, little is known about who tweets academic papers and who uses Twitter to find scholarly information. Without knowing this, it is difficult to draw useful conclusions from a publication being frequently tweeted. This study surveyed 1,912 users that have tweeted journal articles to ask about their scholarly-related Twitter uses. Almost half of the respondents (45%) did not work in academia, despite the sample probably being biased towards academics. Twitter was used most by people with a social science or humanities background. People tend to leverage social ties on Twitter to find information rather than searching for relevant tweets. Twitter is used in academia to acquire and share real-time information and to develop connections with others. Motivations for using Twitter vary by discipline, occupation, and employment sector, but not much by gender. These factors also influence the sharing of different types of academic information. This study provides evidence that Twitter plays a significant role in the discovery of scholarly information and cross-disciplinary knowledge spreading. Most importantly, the large numbers of non-academic users support the claims of those using tweet counts as evidence for the non-academic impacts of scholarly research.
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Affiliation(s)
- Ehsan Mohammadi
- School of Library and Information Science, University of South Carolina, Columbia, South Carolina, United States of America
- Department of Preventive Medicine, Northwestern University Feinberg School of Medicine, Chicago, Illinois, United States of America
- * E-mail:
| | - Mike Thelwall
- Statistical Cybermetrics Research Group, School of Mathematics and Computer Science, University of Wolverhampton, Wolverhampton, United Kingdom
| | - Mary Kwasny
- Department of Preventive Medicine, Northwestern University Feinberg School of Medicine, Chicago, Illinois, United States of America
| | - Kristi L. Holmes
- Department of Preventive Medicine, Northwestern University Feinberg School of Medicine, Chicago, Illinois, United States of America
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