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The "reproducibility crisis" has been a highly visible source of scientific controversy and dispute. Here, I propose and review several avenues for identifying and prioritizing research studies for the purpose of targeted validation. Of the…

Computers and Society · Computer Science 2018-04-24 Gopal P. Sarma

Data science models, although successful in a number of commercial domains, have had limited applicability in scientific problems involving complex physical phenomena. Theory-guided data science (TGDS) is an emerging paradigm that aims to…

The digital health industry has grown in popularity since the 2010s, but there has been limited analysis of the topics discussed in the field across academic disciplines. This study aims to analyze the research trends of digital…

Applications · Statistics 2023-09-20 Junhyoun Sung , Hyungsook Kim

Cybersecurity is a very challenging topic of research nowadays, as digitalization increases the interaction of people, software and services on the Internet by means of technology devices and networks connected to it. The field is broad and…

Artificial Intelligence · Computer Science 2021-07-02 Nuno Oliveira , Norberto Sousa , Isabel Praça

We present an analysis of data citation practices based on the Data Citation Index from Thomson Reuters. This database launched in 2012 aims to link data sets and data studies with citations received from the other citation indexes. The DCI…

Digital Libraries · Computer Science 2015-05-20 Nicolas Robinson-Garcia , Evaristo Jiménez-Contreras , Daniel Torres-Salinas

To address complex problems, scholars are increasingly faced with challenges of integrating diverse knowledge domains. We analyzed the evolution of this convergence paradigm in the broad ecosystem of brain science, which provides a…

Digital Libraries · Computer Science 2021-08-09 Alexander M. Petersen , Mohammed E. Ahmed , Ioannis Pavlidis

Sufficient data presence is one of the key preconditions for applying metrics in practice. Based on both Altmetric.com data and Mendeley data collected up to 2019, this paper presents a state-of-the-art analysis of the presence of 12 kinds…

Digital Libraries · Computer Science 2020-06-24 Zhichao Fang , Rodrigo Costas , Wencan Tian , Xianwen Wang , Paul Wouters

Over the past decades, researchers had put lots of effort investigating ranking techniques used to rank query results retrieved during information retrieval, or to rank the recommended products in recommender systems. In this project, we…

Information Retrieval · Computer Science 2022-08-23 Jiashu Wu

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

Recent progress in large language model (LLM) reasoning has focused on domains like mathematics and coding, where abundant high-quality data and objective evaluation metrics are readily available. In contrast, progress in LLM reasoning…

Artificial Intelligence · Computer Science 2026-01-12 Tengxiao Liu , Deepak Nathani , Zekun Li , Kevin Yang , William Yang Wang

Science is a social process with far-reaching impact on our modern society. In the recent years, for the first time we are able to scientifically study the science itself. This is enabled by massive amounts of data on scientific…

Digital Libraries · Computer Science 2015-05-21 Lovro Šubelj , Marko Bajec , Biljana Mileva Boshkoska , Andrej Kastrin , Zoran Levnajić

Scientific reasoning is critical for developing AI scientists and supporting human researchers in advancing the frontiers of natural science discovery. However, the open-source community has primarily focused on mathematics and coding while…

Computation and Language · Computer Science 2025-08-28 Run-Ze Fan , Zengzhi Wang , Pengfei Liu

LLM-based Search Engines (LLM-SEs) introduces a new paradigm for information seeking. Unlike Traditional Search Engines (TSEs) (e.g., Google), these systems summarize results, often providing limited citation transparency. The implications…

Computation and Language · Computer Science 2025-12-11 Peixian Zhang , Qiming Ye , Zifan Peng , Kiran Garimella , Gareth Tyson

The increasing rate at which scientific knowledge is discovered and health claims shared online has highlighted the importance of developing efficient fact-checking systems for scientific claims. The usual setting for this task in the…

Computation and Language · Computer Science 2024-02-06 Juraj Vladika , Florian Matthes

The opening up of the top-level domain name market in 2012 has offered new perspectives for companies, administrations and individuals to include a geographic component within the domain name of their website. Little to no research has been…

Computers and Society · Computer Science 2016-06-15 Margot Waty , Seth van Hooland , Simon Hengchen , Mathias Coeckelbergs , Max De Wilde

The detection of influential nodes in a social network is an active research area with many valuable applications including marketing and advertisement. As a new application in academia, KDD Cup 2016 shed light on the lack of an existing…

Social and Information Networks · Computer Science 2016-11-29 Yasin Orouskhani , Leili Tavabi

We perform a large-scale analysis of third-party trackers on the World Wide Web from more than 3.5 billion web pages of the CommonCrawl 2012 corpus. We extract a dataset containing more than 140 million third-party embeddings in over 41…

Social and Information Networks · Computer Science 2016-08-01 Sebastian Schelter , Jérôme Kunegis

Increasingly, web content is automatically generated by large language models (LLMs) with little human input. We call this "LLM-dominant" content. Since LLMs plagiarize and hallucinate, LLM-dominant content can be unreliable and unethical.…

Networking and Internet Architecture · Computer Science 2025-10-13 Sichang Steven He , Ramesh Govindan , Harsha V. Madhyastha

Knowledge of how science is consumed in public domains is essential for a deeper understanding of the role of science in human society. While science is heavily supported by public funding, common depictions suggest that scientific research…

Digital Libraries · Computer Science 2021-05-04 Yian Yin , Yuxiao Dong , Kuansan Wang , Dashun Wang , Benjamin F. Jones

Deep learning (DL) has remarkably impacted several different scientific disciplines over the last few years. E.g., in image processing and analysis, DL algorithms were able to outperform other cutting-edge methods. Additionally, DL has…

Image and Video Processing · Electrical Eng. & Systems 2022-05-19 Jan Egger , Christina Gsaxner , Antonio Pepe , Kelsey L. Pomykala , Frederic Jonske , Manuel Kurz , Jianning Li , Jens Kleesiek