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The model of the attention economy, where content producers compete for the attention of users, relies on two key forces: information supply and demand. This study leverages the feedback loop between these forces to develop a method for…

计算机与社会 · 计算机科学 2026-02-18 Irene Scalco , Francesco Gesualdo , Roy Cerqueti , Matteo Cinelli

Social media based indicators or altmetrics have been under scrutiny for the last seven years. Their promise as alternative metrics for measuring scholarly impact is still far from becoming a reality. Up to now, most studies have focused on…

数字图书馆 · 计算机科学 2016-06-02 Daniel Torres-Salinas , Nicolas Robinson-Garcia , Evaristo Jiménez-Contreras

This paper aims to map and identify topics of interest within the field of Microbiology and identify the main sources driving such attention. We combine data from Web of Science and Altmetric.com, a platform which retrieves mentions to…

数字图书馆 · 计算机科学 2019-06-11 Nicolas Robinson-Garcia , Wenceslao Arroyo-Machado , Daniel Torres-Salinas

Information overload has become an ubiquitous problem in modern society. Social media users and microbloggers receive an endless flow of information, often at a rate far higher than their cognitive abilities to process the information. In…

社会与信息网络 · 计算机科学 2014-03-28 Manuel Gomez Rodriguez , Krishna Gummadi , Bernhard Schoelkopf

The web-based microblogging system Twitter is a very popular altmetrics source for measuring the broader impact of science. In this case study, we demonstrate how problematic the use of Twitter data for research evaluation can be, even…

数字图书馆 · 计算机科学 2019-04-16 Lutz Bornmann , Robin Haunschild

Scientific information expresses human understanding of nature. This knowledge is largely disseminated in different forms of text, including scientific papers, news articles, and discourse among people on social media. While important for…

计算与语言 · 计算机科学 2025-07-01 Dustin Wright

The large availability of user provided contents on online social media facilitates people aggregation around common interests, worldviews and narratives. However, in spite of the enthusiastic rhetoric about the so called {\em wisdom of…

The World Wide Web is a complex interconnected digital ecosystem, where information and attention flow between platforms and communities throughout the globe. These interactions co-construct how we understand the world, reflecting and…

计算机与社会 · 计算机科学 2025-04-17 Patrick Gildersleve , Anna Beers , Viviane Ito , Agustin Orozco , Francesca Tripodi

The rank of a journal based on simple citation information is a popular measure. The simplicity and availability of rankings such as Impact Factor, Eigenfactor and SciMago Journal Rank based on trusted commercial sources ensures their…

数字图书馆 · 计算机科学 2015-07-03 Tamar V. Loach , Tim S. Evans

The global spread of COVID-19 has caused pandemics to be widely discussed. This is evident in the large number of scientific articles and the amount of user-generated content on social media. This paper aims to compare academic…

数字图书馆 · 计算机科学 2021-04-13 Qingqing Zhou , Chengzhi Zhang

Scholarly and social impacts of scientific publications could be measured by various metrics. In this study, the relationship between various metrics of 63,805 PLOS research articles are studied. Generally, article views correlate well with…

数字图书馆 · 计算机科学 2014-09-16 Xianwen Wang , Chen Liu , Zhichao Fang , Wenli Mao

Today, social media provide the means by which billions of people experience news and events happening around the world. However, the absence of traditional journalistic gatekeeping allows information to flow unencumbered through these…

社会与信息网络 · 计算机科学 2017-01-02 Tanushree Mitra , Graham Wright , Eric Gilbert

The inhibiting effects of information overload on the behavior of online social media users, can affect the population-level characteristics of information dissemination through online conversations. We introduce a mechanistic, agent-based…

社会与信息网络 · 计算机科学 2020-02-26 Chathika Gunaratne , Nisha Baral , William Rand , Ivan Garibay , Chathura Jayalath , Chathurani Senevirathna

Online attention is an increasingly valuable resource in the digital age, with extraordinary events such as the COVID-19 pandemic fuelling fierce competition around it. As misinformation pervades online platforms, users seek credible…

社会与信息网络 · 计算机科学 2026-04-07 Yueting Han , Paolo Turrini , Marya Bazzi , Giulia Andrighetto , Eugenia Polizzi , Manlio De Domenico

In this short communication, we provide an overview of a relatively newly provided source of altmetrics data which could possibly be used for societal impact measurements in scientometrics. Recently, Altmetric - a start-up providing…

数字图书馆 · 计算机科学 2017-02-03 Robin Haunschild , Lutz Bornmann

Online and in the real world, communities are bonded together by emotional consensus around core issues. Emotional responses to scientific findings often play a pivotal role in these core issues. When there is too much diversity of opinion…

社会与信息网络 · 计算机科学 2020-01-07 Cole Freeman , Hamed Alhoori , Murtuza Shahzad

The COVID-19 pandemic brought about an extraordinary rate of scientific papers on the topic that were discussed among the general public, although often in biased or misinformed ways. In this paper, we present a mixed-methods analysis aimed…

计算机与社会 · 计算机科学 2024-06-11 Alexandros Efstratiou , Marina Efstratiou , Satrio Yudhoatmojo , Jeremy Blackburn , Emiliano De Cristofaro

Amid the migration of academics from X, the social media platform Bluesky has emerged as a potential alternative. To assess its viability and relevance for science communication, this study presents the first large-scale analysis of…

数字图书馆 · 计算机科学 2025-08-12 Er-Te Zheng , Xiaorui Jiang , Zhichao Fang , Mike Thelwall

Previous research shows that, despite its popularity, Facebook is less frequently used to share academic content. In order to investigate this discrepancy we set out to explore engagement numbers through their Graph API by querying the…

社会与信息网络 · 计算机科学 2018-09-06 Asura Enkhbayar , Juan Pablo Alperin

With social media datasets being increasingly shared by researchers, it also presents the caveat that those datasets are not always completely replicable. Having to adhere to requirements of platforms like Twitter, researchers cannot…

数字图书馆 · 计算机科学 2018-03-08 Arkaitz Zubiaga