[HTML][HTML] SciSciNet: A large-scale open data lake for the science of science research

Z Lin, Y Yin, L Liu, D Wang - Scientific Data, 2023 - nature.com
The science of science has attracted growing research interests, partly due to the increasing
availability of large-scale datasets capturing the innerworkings of science. These datasets …

OpenML: networked science in machine learning

J Vanschoren, JN Van Rijn, B Bischl… - ACM SIGKDD Explorations …, 2014 - dl.acm.org
Many sciences have made significant breakthroughs by adopting online tools that help
organize, structure and mine information that is too detailed to be printed in journals. In this …

A century of science: Globalization of scientific collaborations, citations, and innovations

Y Dong, H Ma, Z Shen, K Wang - Proceedings of the 23rd ACM SIGKDD …, 2017 - dl.acm.org
Progress in science has advanced the development of human society across history, with
dramatic revolutions shaped by information theory, genetic cloning, and artificial …

Harnessing the power of big data: infusing the scientific method with machine learning to transform ecology

DPC Peters, KM Havstad, J Cushing, C Tweedie… - …, 2014 - Wiley Online Library
Most efforts to harness the power of big data for ecology and environmental sciences focus
on data and metadata sharing, standardization, and accuracy. However, many scientists …

Open data and open code for big science of science studies

RP Light, DE Polley, K Börner - Scientometrics, 2014 - Springer
Historically, science of science (Sci2) studies have been performed by single investigators
or small teams. As the size and complexity of data sets and analyses scales up, a “Big …

A better approach for dealing with reproducibility and replicability in science

JD Nichols, MK Oli, WL Kendall… - Proceedings of the …, 2021 - National Acad Sciences
Science impacts our daily lives and guides national and international policies (1). Thus,
results of scientific studies are of paramount importance; yet, there are concerns that many …

Research weaving: visualizing the future of research synthesis

S Nakagawa, G Samarasinghe, NR Haddaway… - Trends in ecology & …, 2019 - cell.com
We propose a new framework for research synthesis of both evidence and influence, named
research weaving. It summarizes and visualizes information content, history, and networks …

Metrics and mechanisms: Measuring the unmeasurable in the science of science

L Wu, A Kittur, H Youn, S Milojević, E Leahey… - Journal of …, 2022 - Elsevier
What science does, what science could do, and how to make science work? If we want to
know the answers to these questions, we need to be able to uncover the mechanisms of …

[HTML][HTML] Interactive notebooks: Sharing the code

H Shen - Nature, 2014 - nature.com
Interactive notebooks: Sharing the code | Nature Skip to main content Thank you for visiting
nature.com. You are using a browser version with limited support for CSS. To obtain the best …

Reactive, reproducible, collaborative: computational notebooks evolve

O JE, T CT - Nature, 2021 - nature.com
This year marks ten years since the launch of the IPython Notebook. The open-source tool,
now known as the Jupyter Notebook, has become an exceedingly popular piece of data …