Clinical Trial: Mitigating Automation Bias in Physician-LLM Diagnostic Reasoning Using Behavioral Nudges

U.S., Jan. 10 -- ClinicalTrials.gov registry received information related to the study (NCT07328815) titled 'Mitigating Automation Bias in Physician-LLM Diagnostic Reasoning Using Behavioral Nudges' on Dec. 26, 2025.

Brief Summary: The goal of this randomized controlled trial is to evaluate whether behavioral nudges can reduce automation bias, the uncritical acceptance of automated output, in physicians using large language models (LLM) like ChatGPT-5.1 for clinical decision-making.

The main question it aims to answer is: Does a dual-mechanism behavioral nudge intervention (baseline accuracy anchoring plus case-specific color-coded confidence signals) reduce physicians' uncritical acceptance of incorrect LLM recommendations?

Researchers ...