Search Results for author: Daniel A. McFarland

Found 5 papers, 2 papers with code

The Rise of Open Science: Tracking the Evolution and Perceived Value of Data and Methods Link-Sharing Practices

1 code implementation4 Oct 2023 Hancheng Cao, Jesse Dodge, Kyle Lo, Daniel A. McFarland, Lucy Lu Wang

In recent years, funding agencies and journals increasingly advocate for open science practices (e. g. data and method sharing) to improve the transparency, access, and reproducibility of science.

Math text-classification +1

Will This Idea Spread Beyond Academia? Understanding Knowledge Transfer of Scientific Concepts across Text Corpora

no code implementations Findings of the Association for Computational Linguistics 2020 Hancheng Cao, Mengjie Cheng, Zhepeng Cen, Daniel A. McFarland, Xiang Ren

We extract scientific concepts (i. e., phrases) from corpora as instantiations of "research ideas", create concept-level features as motivated by literature, and then follow the trajectories of over 450, 000 new concepts (emerged from 1995-2014) to identify factors that lead only a small proportion of these ideas to be used in inventions and drug trials.

Transfer Learning

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