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In the context of altmetrics, tweets have been discussed as potential indicators of immediate and broader societal impact of scientific documents. However, it is not yet clear to what extent Twitter captures actual research impact. A small…

Digital Libraries · Computer Science 2015-07-09 Natalie Friedrich , Timothy D. Bowman , Wolfgang G. Stock , Stefanie Haustein

The broad adoption of the web as a communication medium has made it possible to study social behavior at a new scale. With social media networks such as Twitter, we can collect large data sets of online discourse. Social science researchers…

Social and Information Networks · Computer Science 2012-02-08 Karissa McKelvey , Alex Rudnick , Michael D. Conover , Filippo Menczer

Twitter is a micro-blogging social media platform for short messages that can have a long-term impact on how scientists create and publish ideas. We investigate the usefulness of twitter in the development and distribution of scientific…

Digital Libraries · Computer Science 2013-05-03 Emily S. Darling1 , David Shiffman , Isabelle M. Côté , Joshua A. Drew

Scientific topics, claims and resources are increasingly debated as part of online discourse, where prominent examples include discourse related to COVID-19 or climate change. This has led to both significant societal impact and increased…

Computation and Language · Computer Science 2022-07-07 Salim Hafid , Sebastian Schellhammer , Sandra Bringay , Konstantin Todorov , Stefan Dietze

Social media users share their ideas, thoughts, and emotions with other users. However, it is not clear how online users would respond to new research outcomes. This study aims to predict the nature of the emotions expressed by Twitter…

Information Retrieval · Computer Science 2022-09-16 Murtuza Shahzad , Hamed Alhoori

Data collected by social media platforms have recently been introduced as a new source for indicators to help measure the impact of scholarly research in ways that are complementary to traditional citation-based indicators. Data generated…

Digital Libraries · Computer Science 2013-08-09 Stefanie Haustein , Isabella Peters , Cassidy R. Sugimoto , Mike Thelwall , Vincent Larivière

Twitter has been identified as one of the most popular and promising altmetrics data sources, as it possibly reflects a broader use of research articles by the general public. Several factors, such as document age, scientific discipline,…

Digital Libraries · Computer Science 2015-07-02 Jens Peter Andersen , Stefanie Haustein

Because of its willingness to share data with academia and industry, Twitter has been the primary social media platform for scientific research as well as for consulting businesses and governments in the last decade. In recent years, a…

Social and Information Networks · Computer Science 2023-04-12 Juergen Pfeffer , Angelina Mooseder , Jana Lasser , Luca Hammer , Oliver Stritzel , David Garcia

In recent years researchers have gravitated to social media platforms, especially Twitter, as fertile ground for empirical analysis of social phenomena. Social media provides researchers access to trace data of interactions and discourse…

Physics and Society · Physics 2023-01-05 Peter Cihon , Taha Yasseri

This brief communication presents preliminary findings on automated Twitter accounts distributing links to scientific papers deposited on the preprint repository arXiv. It discusses the implication of the presence of such bots from the…

Digital Libraries · Computer Science 2014-10-16 Stefanie Haustein , Timothy D. Bowman , Kim Holmberg , Andrew Tsou , Cassidy R. Sugimoto , Vincent Larivière

One way to assess a certain aspect of the value of scientific research is to measure the attention it receives on social media. While previous research has mostly focused on the "number of mentions" of scientific research on social media,…

Information Retrieval · Computer Science 2021-09-03 Robin Haunschild , Lutz Bornmann , Devendra Potnis , Iman Tahamtan

With social media becoming increasingly pop-ular on which lots of news and real-time eventsare reported, developing automated questionanswering systems is critical to the effective-ness of many applications that rely on real-time knowledge.…

Computation and Language · Computer Science 2019-07-16 Wenhan Xiong , Jiawei Wu , Hong Wang , Vivek Kulkarni , Mo Yu , Shiyu Chang , Xiaoxiao Guo , William Yang Wang

Twitter has arguably been the most popular among the data sources that form the basis of so-called altmetrics. Tweets to scholarly documents have been heralded as both early indicators of citations as well as measures of societal impact.…

Social and Information Networks · Computer Science 2018-06-27 Stefanie Haustein

Twitter is a common site of offensive language. Prior literature has shown that the emotional content of tweets can heavily impact their diffusion when discussing political topics. We extend prior work to look at offensive tweets that link…

Social and Information Networks · Computer Science 2024-02-28 Richard Zhang , Emőke-Ágnes Horvát

Twitter accounts have already been used in many scientometric studies, but the meaningfulness of the data for societal impact measurements in research evaluation has been questioned. Earlier research focused on social media counts and…

Digital Libraries · Computer Science 2019-04-16 Robin Haunschild , Loet Leydesdorff , Lutz Bornmann , Iina Hellsten , Werner Marx

The impact of online social media on societal events and institutions is profound; and with the rapid increases in user uptake, we are just starting to understand its ramifications. Social scientists and practitioners who model online…

Computers and Society · Computer Science 2021-10-29 Rohit Ram , Quyu Kong , Marian-Andrei Rizoiu

Metrics derived from Twitter and other social media---often referred to as altmetrics---are increasingly used to estimate the broader social impacts of scholarship. Such efforts, however, may produce highly misleading results, as the…

Digital Libraries · Computer Science 2017-04-17 Qing Ke , Yong-Yeol Ahn , Cassidy R. Sugimoto

In this paper we illustrate the use of Data Science techniques to analyse complex human communication. In particular, we consider tweets from leaders of political parties as a dynamical proxy to political programmes and ideas. We also study…

Social and Information Networks · Computer Science 2020-11-23 Miguel G. Folgado , Verónica Sanz

Social media metrics - commonly coined as "altmetrics" - have been heralded as great democratizers of science, providing broader and timelier indicators of impact than citations. These metrics come from a range of sources, including…

Digital Libraries · Computer Science 2015-05-05 Stefanie Haustein , Cassidy R. Sugimoto , Vincent Larivière

Online discussions of science involve complex interactions among experts, news media, and social media users as they interpret and disseminate scientific findings. While prior work has examined these actors in isolation, their interplay in…

Social and Information Networks · Computer Science 2026-03-19 Alexandros Efstratiou , Giuseppe Russo , Luca Luceri
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