Mobilizing conceptual spaces: How word embedding models can inform measurement and theory within organization science

P Aceves, JA Evans - Organization Science, 2024 - pubsonline.informs.org
Word embedding models are a powerful approach for representing the multidimensional
conceptual spaces within which communicated concepts relate, combine, and compete with …

Generation and human-expert evaluation of interesting research ideas using knowledge graphs and large language models

X Gu, M Krenn - arXiv preprint arXiv:2405.17044, 2024 - arxiv.org
Advanced artificial intelligence (AI) systems with access to millions of research papers could
inspire new research ideas that may not be conceived by humans alone. However, how …

[HTML][HTML] On the emergence of interdisciplinary scientific fields:(how) does it relate to science convergence?

P Baaden, M Rennings, M John, S Bröring - Research Policy, 2024 - Elsevier
Interdisciplinary scientific fields, such as synthetic biology, bioinformatics, and human brain
science, often emerge at the intersection of existing scientific disciplines. This fundamental …

Unveiling the impact and dual innovation of funded research

AJ Yang - Journal of Informetrics, 2024 - Elsevier
In the relentless pursuit of scientific advancement, comprehending the profound impact and
innovation nature inherent in funded research projects assumes paramount significance. To …

Forecasting high-impact research topics via machine learning on evolving knowledge graphs

X Gu, M Krenn - arXiv preprint arXiv:2402.08640, 2024 - arxiv.org
The exponential growth in scientific publications poses a severe challenge for human
researchers. It forces attention to more narrow sub-fields, which makes it challenging to …

[PDF][PDF] 科学研究的颠覆性创新测度——相对颠覆性指数

杨杰, 邓三鸿, 王昊 - 情报学报, 2023 - qbxb.istic.ac.cn
摘要在破“五唯” 的背景下, 科学研究的创新性测度尤为重要, 创新性较高的论文往往会对既有
研究领域的学科范式产生颠覆性影响, 甚至开创新的范式. 颠覆性指数是近几年被提出的可以 …

A Multiverse Analysis on the relationship between interdisciplinary research and scientific impact

GG Cantone, P Nighintigale - 2023 - osf.io
Interdisciplinary research is a key issue in science policy because it is commonly associated
with scientific advances and societal impact. However, recent research has shown …

Beyond Citations: Text-Based Metrics for Assessing Novelty and its Impact in Scientific Publications

S Arts, N Melluso, R Veugelers - arXiv preprint arXiv:2309.16437, 2023 - arxiv.org
We use text mining to identify the origin and impact of new scientific ideas in the population
of scientific papers from Microsoft Academic Graph (MAG). We validate the new techniques …

Modularity, Higher-Order Recombination, and New Venture Success

L Cao, Z Chen, J Evans - arXiv preprint arXiv:2405.15042, 2024 - arxiv.org
Modularity is critical for the emergence and evolution of complex social, natural, and
technological systems robust to exploratory failure. We consider this in the context of …

The Role of Document Embedding in Research Paper Recommender Systems: To Breakdown or to Bolster Disciplinary Borders?

E Cunningham, D Greene, B Smyth - arXiv preprint arXiv:2309.14984, 2023 - arxiv.org
In the extensive recommender systems literature, novelty and diversity have been identified
as key properties of useful recommendations. However, these properties have received …