06/02/26

Mitigating automation bias in physician-LLM diagnostic reasoning using behavioral nudges: a randomized controlled trial.

Qazi, Ihsan Ayyub; Ali, Ayesha; Khawaja, Asad Ullah; Akhtar, Muhammad Junaid; Sheikh, Ali Zafar; Alizai, Muhammad Hamad. medRxiv

Summary

As LLMs are embedded throughout healthcare, physicians may overrely on AI advice—a risk to diagnostic safety. This randomized trial preprint of 72 physicians reviewing clinical vignettes shows that a behavioral nudge may reduce overreliance. The findings suggest that embedding cues into clinical interfaces could help preserve human judgment, offering a potential way to minimize automation bias in clinical decision making.
Qazi IA, Ali A, Khawaja AU, et al. Mitigating automation bias in physician-LLM diagnostic reasoning using behavioral nudges: a randomized controlled trial. medRxiv. Epub 2026 Jun 2.