Data, measurement and empirical methods in the science of science

L Liu, BF Jones, B Uzzi, D Wang - Nature human behaviour, 2023 - nature.com
The advent of large-scale datasets that trace the workings of science has encouraged
researchers from many different disciplinary backgrounds to turn scientific methods into …

Science of science

S Fortunato, CT Bergstrom, K Börner, JA Evans… - Science, 2018 - science.org
BACKGROUND The increasing availability of digital data on scholarly inputs and outputs—
from research funding, productivity, and collaboration to paper citations and scientist mobility …

The preeminence of ethnic diversity in scientific collaboration

BK AlShebli, T Rahwan, WL Woon - Nature communications, 2018 - nature.com
Inspired by the social and economic benefits of diversity, we analyze over 9 million papers
and 6 million scientists to study the relationship between research impact and five classes of …

[HTML][HTML] Random walks and diffusion on networks

N Masuda, MA Porter, R Lambiotte - Physics reports, 2017 - Elsevier
Random walks are ubiquitous in the sciences, and they are interesting from both theoretical
and practical perspectives. They are one of the most fundamental types of stochastic …

The science of science: From the perspective of complex systems

A Zeng, Z Shen, J Zhou, J Wu, Y Fan, Y Wang… - Physics reports, 2017 - Elsevier
The science of science (SOS) is a rapidly developing field which aims to understand,
quantify and predict scientific research and the resulting outcomes. The problem is …

Surprising combinations of research contents and contexts are related to impact and emerge with scientific outsiders from distant disciplines

F Shi, J Evans - Nature Communications, 2023 - nature.com
We investigate the degree to which impact in science and technology is associated with
surprising breakthroughs, and how those breakthroughs arise. Identifying breakthroughs …

Early-career setback and future career impact

Y Wang, BF Jones, D Wang - Nature communications, 2019 - nature.com
Setbacks are an integral part of a scientific career, yet little is known about their long-term
effects. Here we examine junior scientists applying for National Institutes of Health R01 …

Fresh teams are associated with original and multidisciplinary research

A Zeng, Y Fan, Z Di, Y Wang, S Havlin - Nature human behaviour, 2021 - nature.com
Teamwork is one of the most prominent features in modern science. It is now well
understood that team size is an important factor that affects the creativity of the team …

Understanding the onset of hot streaks across artistic, cultural, and scientific careers

L Liu, N Dehmamy, J Chown, CL Giles… - Nature communications, 2021 - nature.com
Across a range of creative domains, individual careers are characterized by hot streaks,
which are bursts of high-impact works clustered together in close succession. Yet it remains …

Computational socioeconomics

J Gao, YC Zhang, T Zhou - Physics Reports, 2019 - Elsevier
Uncovering the structure of socioeconomic systems and timely estimation of socioeconomic
status are significant for economic development. The understanding of socioeconomic …