Resistance to Medical Artificial Intelligence
Сопротивление медицинскому искусственному интеллекту
2019-04-23
SCID: 54.1/ntv5wy2g
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consumer receptivityhuman-in-the-loopmedical AIpersonalized AIuniqueness neglect
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Abstract (AI)
Abstract Artificial intelligence (AI) is revolutionizing healthcare, but little is known about consumer receptivity to AI in medicine. Consumers are reluctant to utilize healthcare provided by AI in real and hypothetical choices, separate and joint evaluations. Consumers are less likely to utilize healthcare (study 1), exhibit lower reservation prices for healthcare (study 2), are less sensitive to differences in provider performance (studies 3A–3C), and derive negative utility if a provider is automated rather than human (study 4). Uniqueness neglect, a concern that AI providers are less able than human providers to account for consumers’ unique characteristics and circumstances, drives consumer resistance to medical AI. Indeed, resistance to medical AI is stronger for consumers who perceive themselves to be more unique (study 5). Uniqueness neglect mediates resistance to medical AI (study 6), and is eliminated when AI provides care (a) that is framed as personalized (study 7), (b) to consumers other than the self (study 8), or (c) that only supports, rather than replaces, a decision made by a human healthcare provider (study 9). These findings make contributions to the psychology of automation and medical decision making, and suggest interventions to increase consumer acceptance of AI in medicine.
Key Findings
1
Consumers are less sensitive to differences in provider performance when the provider is AI (studies 3A–3C).
2
Consumers are reluctant to utilize healthcare provided by AI across real and hypothetical choices, separate and joint evaluations.
3
Consumers assign lower reservation prices to AI-provided healthcare compared to human-provided care.
4
Consumers derive negative utility when a provider is automated rather than human (study 4).
5
Consumers who perceive themselves as more unique exhibit stronger resistance to medical AI (study 5).
6
Resistance to medical AI is eliminated when AI care is framed as personalized (study 7).
7
Resistance to medical AI is eliminated when AI provides care to others rather than the self (study 8).
8
Resistance to medical AI is eliminated when AI supports rather than replaces a human healthcare provider (study 9).
9
Uniqueness neglect mediates resistance to medical AI (study 6).
10
Uniqueness neglect—the belief that AI is less able to account for individuals' unique characteristics—drives resistance to medical AI.
Research Object
Medical artificial intelligence as a healthcare provider (AI-provided medical care)
Research Subject
Consumer resistance to AI-provided healthcare driven by perceived uniqueness neglect, including effects on utilization, reservation prices, sensitivity to provider performance, negative utility for automated providers, and interventions that mitigate resistance
Publication Details
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2019-04-23
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