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We examine the innovation of researchers with long-lived careers in Computer Science and Physics. Despite the epistemological differences between such disciplines, we consistently find that a researcher's most innovative publication occurs…

Digital Libraries · Computer Science 2023-01-18 Mingtang Li , Giacomo Livan , Simone Righi

Team science dominates scientific knowledge production, but what makes academic teams successful? Using temporal data on 25.2 million publications and 31.8 million authors, we propose a novel network-driven approach to identify and study…

Digital Libraries · Computer Science 2025-07-18 Hanjo D. Boekhout , Eelke M. Heemskerk , Niccolò Pisani , Frank W. Takes

This article aims to propose and elucidate the analytical concepts of "individual scientist" and "integrated scientist" to depict the fundamental transformation in the modes of scientific research actors throughout the history of science.…

Digital Libraries · Computer Science 2025-12-01 Zekai Zhang

The catch-up effect and the Matthew effect offer opposing characterizations of globalization: the former predicts an eventual convergence as the poor can grow faster than the rich due to free exchanges of complementary resources, while the…

Computers and Society · Computer Science 2021-03-04 Saurabh Mishra , Kuansan Wang

Scientific institutions play a crucial role in driving intellectual, social, and technological progress. Their capacity to innovate depends mainly on their ability to attract, retain, and nurture scientific talent and ultimately make it…

Digital Libraries · Computer Science 2023-07-14 Marcia Ferreira , Rodrigo Costas , Vito Servedio , Stefan Thurner

Appraisal of the scientific impact of researchers, teams and institutions with productivity and citation metrics has major repercussions. Funding and promotion of individuals and survival of teams and institutions depend on publications and…

Physics and Society · Physics 2015-05-13 John P. A. Ioannidis

Teamwork is one of the most prominent features in modern science. It is now well-understood that the team size is an important factor that affects team creativity. However, the crucial question of how the character of research studies is…

Physics and Society · Physics 2020-07-14 An Zeng , Ying Fan , Zengru Di , Yougui Wang , Shlomo Havlin

There is extensive, yet fragmented, evidence of gender differences in academia suggesting that women are under-represented in most scientific disciplines, publish fewer articles throughout a career, and their work acquires fewer citations.…

Digital Libraries · Computer Science 2022-10-12 Junming Huang , Alexander J. Gates , Roberta Sinatra , Albert-Laszlo Barabasi

Curiosity is a vital metacognitive skill in educational contexts. Yet, little is known about how social factors influence curiosity in group work. We argue that curiosity is evoked not only through individual, but also interpersonal…

Human-Computer Interaction · Computer Science 2017-10-24 Tanmay Sinha , Zhen Bai , Justine Cassell

Peer review in academic research aims not only to ensure factual correctness but also to identify work of high scientific potential that can shape future research directions. This task is especially critical in fast-moving fields such as…

Applications · Statistics 2025-11-26 Buxin Su , Natalie Collina , Garrett Wen , Didong Li , Kyunghyun Cho , Jianqing Fan , Bingxin Zhao , Weijie Su

Women comprise the majority of students and early-career scholars in psychology, yet they are less likely to remain active in research over time. This pattern raises a central question: At what stages of academic careers do women…

Social and Information Networks · Computer Science 2026-05-27 Xinyi Zhao , Anna I. Thoma , Ralph Hertwig , Dirk U. Wulff

Research methods constitute an indispensable tool for scholars engaged in scientific inquiry. Investigating how scholars use research methods throughout their careers can reveal distinct patterns in method adoption, providing valuable…

Digital Libraries · Computer Science 2026-04-23 Jiayi Hao , Chengzhi Zhang

Leadership is evolving dynamically from an individual endeavor to shared efforts. This paper aims to advance our understanding of shared leadership in scientific teams. We define three kinds of leaders, junior (10-15), mid (15-20), and…

Physics and Society · Physics 2023-06-29 Huimin Xu , Meijun Liu , Yi Bu , Shujing Sun , Yi Zhang , Chenwei Zhang , Daniel E. Acuna , Steven Gray , Eric Meyer , Ying Ding

Difference-in-differences is one of the most used identification strategies in empirical work in economics. This chapter reviews a number of important, recent developments related to difference-in-differences. First, this chapter reviews…

Econometrics · Economics 2022-08-02 Brantly Callaway

How difficult is it for an early career academic to climb the ranks of their discipline? We tackle this question with a comprehensive bibliometric analysis of 57 disciplines, examining the publications of more than 5 million authors whose…

Digital Libraries · Computer Science 2023-03-29 Ye Sun , Fabio Caccioli , Giacomo Livan

Detecting mind wandering is crucial in online education, and it occurs 30% of the time, as it directly impacts learners' retention, comprehension, and overall success in self-directed learning environments. Integrating automated detection…

The present work investigates the relations between amplitude and type of collaboration (intramural, extramural domestic or international) and output of specialized versus diversified research. By specialized or diversified research, we…

Digital Libraries · Computer Science 2019-05-08 Giovanni Abramo , Ciriaco Andrea D'Angelo , Flavia Di Costa

Nowadays, scientific challenges usually require approaches that cross traditional boundaries between academic disciplines, driving many researchers towards interdisciplinarity. Despite its obvious importance, there is a lack of studies on…

Physics and Society · Physics 2016-07-25 Elisa Omodei , Manlio De Domenico , Alex Arenas

One can point to a variety of historical milestones for gender equality in STEM (science, technology, engineering, and mathematics), however, practical effects are incremental and ongoing. It is important to quantify gender differences in…

Physics outreach programs provide a critical context for informal experiences that promote the transition from new student to contributing physicist. Prior studies have suggested a positive link between participation in informal physics…

Physics Education · Physics 2021-08-25 Callie Rethman , Jonathan Perry , Jonan Donaldson , Daniel Choi , Tatiana Erukhimova