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05/07/26

Financial incentives increase uptake and perceived effectiveness of autonomous medical AI, yet patients still seek human reconfirmation.

Yang, Haiyang; Dai, Tinglong; Wolf, Risa M. NPJ Digital Med.

Collection Topics
AI and Diagnosis Business Case for Excellence Patients and Families as Partners Tests, Screening, and Laboratory Processes
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Summary

Monetary incentives can influence healthcare behaviors of both patients and clinicians. This randomized vignette experiment provided scenarios of using AI versus eye care professionals (ECPs) to patients living with Type 1 Diabetes, for required screening for diabetic retinopathy. Scenarios included AI or ECP, with or without a copay. Results showed cost removal boosted AI preference, but patients still requested human verification of the results even when normal. Incentives can promote AI adoption, yet integration strategies must address the persistent preference for human validation.

Read the paper
Yang H, Dai T, Wolf RM. Financial incentives increase uptake and perceived effectiveness of autonomous medical AI, yet patients still seek human reconfirmation. NPJ Digital Med. 2026;9(1):587.