提出AI思维框架,帮不同领域统一理解并实践AI应用。
AI Thinking: A framework for rethinking artificial intelligence in practice
- 构建跨学科的AI使用决策框架,涵盖五大实践能力
- 通过案例展示如何在真实场景中应用该框架
- 适合教育、产业和政策制定者用于统一AI实践认知
人工智能正在重塑各学科与实践领域中的信息处理方式。越来越多的学科参与研究、开发和评估人工智能的实际应用,但这些学科对人工智能的本质及其使用方式的理解往往存在冲突。亟需新的跨学科方法来弥合这些概念分歧,推动人工智能未来的实践发展。本文提出一种名为AI Thinking的新型概念框架,该框架从跨学科视角建模了人工智能应用中的关键决策与考量。该模型包含五个基于实践的素养能力:激发人工智能在信息流程中的使用动机、设计人工智能方法、评估可用工具与技术、选择合适的数据,以及将人工智能置于其使用的社会技术背景中。通过一个假设性案例研究,展示了该框架在实际中的应用。本文还将AI Thinking置于更广泛的跨学科人工智能讨论中,包括与人工智能素养及人工智能驱动创新的相关议题的关联。该框架有助于弥合学术界不同学科之间的分歧,促进多元实践场景中各方协作,重新塑造人工智能未来的发展路径。
原文摘要 · Abstract (English)
Artificial intelligence is transforming the way we work with information across disciplines and practical contexts. A growing range of disciplines are now involved in studying, developing, and assessing the use of AI in practice, but these disciplines often employ conflicting understandings of what AI is and what is involved in its use. New, interdisciplinary approaches are needed to bridge competing conceptualisations of AI in practice and help shape the future of AI use. I propose a novel conceptual framework called AI Thinking, which models key decisions and considerations involved in AI use across disciplinary perspectives. The AI Thinking model addresses five practice-based competencies involved in applying AI in context: motivating AI use in information processes, formulating AI methods, assessing available tools and technologies, selecting appropriate data, and situating AI in the sociotechnical contexts it is used in. A hypothetical case study is provided to illustrate the application of AI Thinking in practice. This article situates AI Thinking in broader cross-disciplinary discourses of AI, including its connections to ongoing discussions around AI literacy and AI-driven innovation. AI Thinking can help to bridge divides between academic disciplines and diverse contexts of AI use, and to reshape the future of AI in practice.
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