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The astounding U.S. university impact on drug innovation | STAT
https://www.statnews.com/2025/06/06/us-universities-fda-approved-drugs-research-patents-orange-book/?utm_campaign=rss

Can knowledge reclassification accelerate technological innovation?
Peter Persoon
https://arxiv.org/abs/2506.08656 https://arxiv.org/…

Can knowledge reclassification accelerate technological innovation?
Technological knowledge evolves not only through the generation of new ideas, but also through the reinterpretation of existing ones. Reinterpretations lead to changes in the classification of knowledge, that is, reclassification. This study investigates how reclassified inventions can serve as renewed sources of innovation, thereby accelerating technological progress. Drawing on patent data as a proxy for technological knowledge, I discuss two empirical patterns: (i) more recent patents are mo…

Seeing Through Green: Text-Based Classification and the Firm's Returns from Green Patents
Lapo Santarlasci, Armando Rungi, Antonio Zinilli
https://arxiv.org/abs/2507.02287

Seeing Through Green: Text-Based Classification and the Firm's Returns from Green Patents
This paper introduces Natural Language Processing for identifying ``true'' green patents from official supporting documents. We start our training on about 12.4 million patents that had been classified as green from previous literature. Thus, we train a simple neural network to enlarge a baseline dictionary through vector representations of expressions related to environmental technologies. After testing, we find that ``true'' green patents represent about 20\% of the total of patents classifie…

Report: Swiss deep tech startups have created over $100B in total enterprise value, with 60% of VC funding in Switzerland from 2019 to 2025 going to deep tech (Cate Lawrence/Tech.eu)
https://tech.eu/2025/06/26/switzerlands-100b-deeptech-engine-comes-…

Switzerland’s $100B deeptech engine comes Into focus
Today, the launch of The Swiss Deep Tech Report 2025 spotlights how Switzerland has quietly become one of the world’s most advanced and efficient deeptech ecosystems. Curated in close collaboration with Dealroom.co, Startupticker and venture capital firms Founderful and Kickfund, the report is the first of its kind to map the full scope of Switzerland’s deeptech performance - from research institutions and patents to venture activity and late-stage outcomes. With over 1500 Swiss deeptech …

This https://arxiv.org/abs/2503.09257 has been replaced.
initial toot: https://mastoxiv.page/@arXiv_csDB_…

A Global Dataset Mapping the AI Innovation from Academic Research to Industrial Patents
In the rapidly evolving field of artificial intelligence (AI), mapping innovation patterns and understanding effective technology transfer from research to applications are essential for economic growth. However, existing data infrastructures suffer from fragmentation, incomplete coverage, and insufficient evaluative capacity. Here, we present DeepInnovationAI, a comprehensive global dataset containing three structured files. DeepPatentAI.csv: Contains 2,356,204 patent records with 8 field-spec…

US appeals court rules in Apple's favor by throwing out a $300M verdict that found it infringed on Optis' wireless tech patents, sending the case to a new trial (Blake Brittain/Reuters)
https://www.reuters.com/legal/litigation/a

Replaced article(s) found for cs.DL. https://arxiv.org/list/cs.DL/new
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- PubMed knowledge graph 2.0: Connecting papers, patents, and clinical trials in biomedical science
Jian Xu, Chao Yu, Jiawei Xu, Vetle I. Torvik, Jaewoo Kang, Mujeen Sung, Min Song, Yi Bu, Ying Ding