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On August 2, 2021 a group of concerned scientists and US funding agency and federal government officials met for an informal discussion to explore the value and need for a well-coordinated US Open Research Commons (ORC); an interoperable…

Data science is creating very exciting trends as well as significant controversy. A critical matter for the healthy development of data science in its early stages is to deeply understand the nature of data and data science, and to discuss…

Computers and Society · Computer Science 2020-07-01 Longbing Cao

Modern science is formally structured around scholarly publication, where scientific knowledge is canonized through citation. Precisely how citations are given and accrued can provide information about the value of discovery, the history of…

Social and Information Networks · Computer Science 2024-12-09 Xiaohuan Xia , Mathieu Ouellet , Shubhankar P. Patankar , Diana I. Tamir , Dani S. Bassett

In this paper, we identify the state of data as being an important reason for failure in applied Natural Language Processing (NLP) projects. We argue that there is a gap between academic research in NLP and its application to problems…

Computation and Language · Computer Science 2021-10-12 Fredrik Olsson , Magnus Sahlgren

Effective data management and sharing are critical success factors in industry-academia collaboration. This paper explores the motivations and lessons learned from publishing open data sets in such collaborations. Through a survey of…

Software Engineering · Computer Science 2025-01-28 Per Erik Strandberg , Philipp Peterseil , Julian Karoliny , Johanna Kallio , Johannes Peltola

Various stakeholders, such as researchers, government agencies, businesses, and research laboratories require a large volume of reliable scientific research outcomes including research articles and patent data to support their work. These…

Databases · Computer Science 2024-10-01 Xinran Wu , Hui Zou , Yidan Xing , Jingjing Qu , Qiongxiu Li , Renxia Xue , Xiaoming Fu

It is usual to consider that standards generate mixed feelings among scientists. They are often seen as not really reflecting the state of the art in a given domain and a hindrance to scientific creativity. Still, scientists should…

Computation and Language · Computer Science 2010-11-03 Laurent Romary

Recent studies reveal widespread concern and increasing lack of understanding about how personal data is collected, shared, and used online without consent. This issue is compounded by limited options available for digital citizens to…

Computers and Society · Computer Science 2025-03-10 Niels J. Gommesen

As artificial intelligence and machine learning tools become more accessible, and scientists face new obstacles to data collection (e.g., rising costs, declining survey response rates), researchers increasingly use predictions from…

Machine Learning · Statistics 2025-12-08 Stephen Salerno , Kentaro Hoffman , Awan Afiaz , Anna Neufeld , Tyler H. McCormick , Jeffrey T. Leek

Datacentric enthusiasm is growing strong across a variety of domains. Whilst data science asks unquestionably exciting scientific questions, we argue that its contributions should not be extrapolated from the scientific context in which…

Physics and Society · Physics 2020-07-09 Hykel Hosni , Angelo Vulpiani

Government agencies typically need to take potential risks of disclosure into account whenever they publish statistics based on their data or give external researchers access to collected data. In this context, the promise of formal privacy…

Cryptography and Security · Computer Science 2023-04-04 Joerg Drechsler

What do we teach and what should we teach? An honest answer to this question is painful, very painful--what we teach lags decades behind what we practice. How can we reduce this `gap' to prepare a data science workforce of trained…

Other Statistics · Statistics 2017-08-15 Subhadeep Mukhopadhyay

Current science and technology has produced more and more publically accessible scientific data. However, little is known about how the open data trend impacts a scientific community, specifically in terms of its collaboration behaviors.…

Digital Libraries · Computer Science 2010-01-21 Jian Zhang , Chaomei Chen

Nowadays, science has been coming into a new paradigm, called data-intensive science. While current studies of the new phenomenon focused on building up infrastructure for this new paradigm, yet a few studies concern users of scientific…

Instrumentation and Methods for Astrophysics · Physics 2011-02-08 Jian Zhang , Chaomei Chen , Michael S. Vogeley

Donoho's JCGS (in press) paper is a spirited call to action for statisticians, who he points out are losing ground in the field of data science by refusing to accept that data science is its own domain. (Or, at least, a domain that is…

Other Statistics · Statistics 2020-07-21 Amelia McNamara , Nicholas J. Horton , Benjamin S. Baumer

Datasets together with active scientific communities prepared to leverage them can contribute to scientific progress and facilitate making research more equitable. In this study we found that MIMIC, despite its limited amount of funding,…

Open data are characterized by a number of economic, technological, innovative and social benefits. They are seen as a significant contributor to the city's transformation into Smart City. This is all the more so when the society is on the…

Computers and Society · Computer Science 2023-05-30 Anastasija Nikiforova , Miguel Angel Alor Flores , Miltiadis D. Lytras

Wikipedia is one of the largest online encyclopedias, which relies on scientific publications as authoritative sources. The increasing prevalence of open access (OA) publishing has expanded the public availability of scientific knowledge;…

Digital Libraries · Computer Science 2025-10-17 Puyu Yang , Vincent Traag , Rodrigo Costas , Giovanni Colavizza

Altmetrics have led to new quantitative studies of science through social media interactions. However, there are no models of science communication that respond to the multiplicity of non-academic channels. Using the 3653 authors with the…

Digital Libraries · Computer Science 2023-04-12 Daniel Torres-Salinas , Domingo Docampo , Wenceslao Arroyo-Machado , Nicolas Robinson-Garcia

Controversy is a reflection of our zeitgeist, and an important aspect to any discourse. The rise of large language models (LLMs) as conversational systems has increased public reliance on these systems for answers to their various…

Computation and Language · Computer Science 2023-11-09 David Q. Sun , Artem Abzaliev , Hadas Kotek , Zidi Xiu , Christopher Klein , Jason D. Williams
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