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Financial incentives increase uptake and perceived effectiveness of autonomous medical AI, yet patients still seek
Haiyang Yang1,2, Tinglong Dai3,4,5, Risa M Wolf6,7,8
1Carey Business School, Johns Hopkins University, Baltimore, MD, USA.
Abstract:
Artificial intelligence (AI) is increasingly used for diagnostic screening. In diabetic retinopathy screening, autonomous AI systems can identify disease without a specialist. However, patient trust in AI remains a challenge, and it remains unknown whether and how financial incentives-commonly used to promote uptake of medical services-can increase patient acceptance of AI-based care. We examined, in a randomized vignette experiment, whether eliminating a copay would increase patients' willingness to choose AI over an eye care professional's (ECP's) exam, and how patients would respond to an AI diagnosis. We conducted a randomized vignette experiment with 248 U.S. adults with type 1 diabetes, recruited online between August and December 2024. Participants were presented with a primary-care vignette in which they were due for annual diabetic eye screening. An autonomous AI tool was available as an alternative to ECP referral. Participants were randomized in a 2×2 design: (1) no copay vs. $50 copay for AI screening; (2) copay waiver sponsored by insurer vs. AI developer. Participants chose between AI or ECP screening, and rated AI effectiveness. Those choosing AI or ECP indicated their willingness to seek a second opinion (from ECP or AI, respectively) after receiving a normal vs. abnormal result. Waiving the copay significantly increased AI selection (81% vs. 43%, p < 0.001); the source of the incentive did not affect choice. No copay also improved perceived AI effectiveness (mean score 3.67 vs. 3.24, p = 0.02). Patients choosing AI (vs. ECP) were far more likely to seek reconfirmation after abnormal (mean 6.69 vs. 2.41) or even normal (3.43 vs. 2.47) results (both p < 0.001). Eliminating cost barriers increases participants' willingness to opt for AI-based screening, but they still seek human reconfirmation. Incentives can promote AI adoption, but integration strategies must address persistent preferences for ECP reconfirmation-even when AI results are normal.
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