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数据分析的未来已来:将生成式人工智能整合到神经成像方法开发中。

The future of data analysis is now: Integrating generative AI in neuroimaging methods development.

作者信息

DuPre Elizabeth, Poldrack Russell Alan

机构信息

Department of Psychology, Stanford University, Stanford, CA, United States.

出版信息

Imaging Neurosci (Camb). 2024 Jul 24;2. doi: 10.1162/imag_a_00241. eCollection 2024.

Abstract

In this perspective, we highlight how emerging artificial intelligence tools are likely to impact the experiences of researchers conducting computational fMRI analyses. While calls for the automatization of statistical procedures date back at least to the inception of "data science" as a field, generative artificial intelligence offers new opportunities to advance field practice. We highlight how these tools are poised to impact both new neuroimaging methods development in areas such as image quality control and in day-to-day practice when generating analysis code. We argue that considering generative artificial intelligence as a catalyst for computational neuroscience-rather than as unique tools in their own right-can substantially improve its positioning in the research ecosystem. In particular, we argue that generative artificial intelligence will reinforce the importance of existing open science initiatives, rather than supplanting them. Overall, we call for clearer metrics by which neuroimaging results-whether generated by individual research teams or by generative artificial intelligence technologies-can be meaningfully compared.

摘要

从这个角度来看,我们强调新兴的人工智能工具可能会如何影响进行功能性磁共振成像(fMRI)计算分析的研究人员的体验。虽然对统计程序自动化的呼吁至少可以追溯到“数据科学”作为一个领域的开端,但生成式人工智能为推进该领域的实践提供了新的机会。我们强调这些工具如何准备好在图像质量控制等领域影响新的神经成像方法的开发,以及在生成分析代码时如何影响日常实践。我们认为,将生成式人工智能视为计算神经科学的催化剂,而不是将其本身视为独特的工具,可以显著改善其在研究生态系统中的定位。特别是,我们认为生成式人工智能将加强现有开放科学倡议的重要性,而不是取代它们。总体而言,我们呼吁制定更清晰的指标,以便能够有意义地比较神经成像结果,无论这些结果是由单个研究团队还是由生成式人工智能技术生成的。

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