The value of simulation testing for the evaluation of ambient digital scribes: a case report.

Biro, Joshua M; Handley, Jessica L; Mickler, James; Reddy, Sahithi; Kottamasu, Varsha; Ratwani, Raj M; Cobb, Nathan K · J Am Med Inform Assoc · 2025

case_report · Level V

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Abstract

The objective of this work is to demonstrate the value of simulation testing for rapidly evaluating artificial intelligence (AI) products. Researcher-physician teams simulated the use of 2 Ambient Digital Scribe (ADS) products by reading scripts of outpatient encounters while using both products, yielding a total of 44 draft notes. Time to edit, perceived amount of effort and editing, and errors in the AI-generated draft notes were analyzed. Ambient Digital Scribe Product A draft notes took significantly longer to edit, had fewer omissions, and more additions and irrelevant or misplaced text errors than ADS Product B. Ambient Digital Scribe Product A was rated as performing better for most encounters. Artificial intelligence-enabled products are being rapidly developed and implemented into practice, outpacing safety concerns. Simulation testing can efficiently identify safety issues. Simulation testing is a crucial first step to take when evaluating AI-enabled technologies.

Medical subject headings