References

The out-of-the-loop performance problem and level of control in automation

Mica R. Endsley & Esin O. Kiris (1995)

Human Factors, 37(2), 381-394.

DOI: https://doi.org/10.1518/001872095779064555

Abstract. Endsley and Kiris's foundational study of the out-of-the-loop problem — automation degrades operator situation awareness, making manual takeover slower and more error-prone. The reference cited in every discussion of autopilot disengagement, Tesla handoffs, and clinical-AI-assistant failure modes.

Tags: aviation automation situation-awareness

This site is currently in Beta. Contact: Chris Paton

Textbook of AI · Textbook of Digital Health

Auckland Maths and Science Tutoring