The evidence behind the guides

Sources

Find a study, check what it supports, and follow it back to a concern.

TopicCollection

Sources for Automation bias in oversight

2 sources

Guide citations are still under editorial review.

Yu and colleagues · KDD workshop 2026 Observational research

Habituation at the Gate: Rising Approval and Declining Scrutiny in Human Review of AI Agent Code (original source, new tab)

Analyzes 400 repeat code reviewers; approval and comment trends support concern but do not prove fatigue caused every decision.

Parasuraman and colleagues · 1993 · NASA research archive Experimental research

Performance consequences of automation-induced complacency (original source, new tab)

Examines human detection of automation failures in monitoring experiments; application to modern agent interfaces needs contextual testing.

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