Suppr超能文献

加速人工智能服务科学:面向科学的开放数据科学

Accelerating AI for science: open data science for science.

作者信息

Lawrence Neil D, Montgomery Jessica

机构信息

Department of Computer Science and Technology, University of Cambridge, Cambridge, UK.

出版信息

R Soc Open Sci. 2024 Aug 21;11(8):231130. doi: 10.1098/rsos.231130. eCollection 2024 Aug.

Abstract

Aspirations for artificial intelligence (AI) as a catalyst for scientific discovery are growing. High-profile successes deploying AI in domains such as protein folding have highlighted AI's potential to unlock new frontiers of scientific knowledge. However, the pathway from AI innovation to deployment in research is not linear. Those seeking to drive a new wave of scientific progress through the application of AI require a diffusion engine that can enhance AI adoption across disciplines. Lessons from previous waves of technology change, experiences of deploying AI in real-world contexts and an emerging research agenda from the AI for science community suggest a framework for accelerating AI adoption. This framework requires action to build supply chains of ideas between disciplines; rapidly transfer technological capabilities through open research; create AI tools that empower researchers; and embed effective data stewardship. Together, these interventions can cultivate an environment of open data science that deliver the benefits of AI across the sciences.

摘要

将人工智能(AI)作为科学发现催化剂的期望日益增长。在蛋白质折叠等领域部署AI所取得的引人注目的成功,凸显了AI在开启科学知识新前沿方面的潜力。然而,从AI创新到在研究中部署的路径并非线性。那些试图通过应用AI推动新一轮科学进步的人需要一个能够促进AI在各学科中应用的传播引擎。以往技术变革浪潮的经验、在现实环境中部署AI的经历以及AI促进科学社区的新兴研究议程,都为加速AI应用提出了一个框架。这个框架需要采取行动,在各学科之间建立思想供应链;通过开放研究快速转移技术能力;创建赋能研究人员的AI工具;并实施有效的数据管理。这些干预措施共同作用,可以营造一个开放数据科学的环境,在整个科学领域实现AI的益处。

相似文献

1
Accelerating AI for science: open data science for science.加速人工智能服务科学:面向科学的开放数据科学
R Soc Open Sci. 2024 Aug 21;11(8):231130. doi: 10.1098/rsos.231130. eCollection 2024 Aug.
4
7
Accelerated chemical science with AI.借助人工智能加速化学科学发展。
Digit Discov. 2023 Dec 6;3(1):23-33. doi: 10.1039/d3dd00213f. eCollection 2024 Jan 17.
10
An Open Science Approach to Artificial Intelligence in Healthcare.医疗保健领域人工智能的开放科学方法。
Yearb Med Inform. 2019 Aug;28(1):47-51. doi: 10.1055/s-0039-1677898. Epub 2019 Apr 25.

文献AI研究员

20分钟写一篇综述,助力文献阅读效率提升50倍。

立即体验

用中文搜PubMed

大模型驱动的PubMed中文搜索引擎

马上搜索

文档翻译

学术文献翻译模型,支持多种主流文档格式。

立即体验