Insights: - The human-centered AI (HCAI) approach and the sociotechnical systems (STS) theory share the same goal: ensuring that new technologies such as AI best serve humans in a sociotechnical environment. - HCAI practice needs to fully embrace sociotechnical systems thinking, while traditional STS needs to evolve to address the emerging characteristics of AI technology. - We propose a conceptual framework for intelligent sociotechnical systems (iSTS) to enhance traditional STS theory in the AI era. - Based on iSTS, we further propose a sociotechnical-based hierarchical HCAI approach as a paradigmatic extension to existing HCAI practice, further advancing HCAI practice.
翻译:洞察:- 人本人工智能(HCAI)方法与社会技术系统(STS)理论具有共同目标:确保人工智能等新技术在社会技术环境中最好地服务于人类。- HCAI实践需要充分融入社会技术系统思维,而传统STS需要演进以应对人工智能技术的新兴特征。- 我们提出智能社会技术系统(iSTS)概念框架,以增强人工智能时代传统STS理论。- 基于iSTS,我们进一步提出基于社会技术的层级化HCAI方法,作为现有HCAI实践的范式拓展,从而推动HCAI实践的进步。