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管理科学与工程系讲座A Field Experiment on AI-Assisted Physicians

发布时间: 2023-05-17
浏览次数: 10

 

A Field Experiment on AI-Assisted Physicians

关于人工智能辅助医生的田野实验


讲座题目:A Field Experiment on AI-Assisted Physicians

关于人工智能辅助医生的田野实验

讲座人:Yinliang (Ricky) Tan 谭寅亮

讲座时间:2023518日(星期上午10301200

讲座地点:B1003

讲座摘要:

 

AI assistantssoftware agents that can perform tasks or services for individualsare among the most promising AI applications. However, little is known about the adoption of AI assistants by service providers (i.e., physicians) in a real-world healthcare setting. Specifically, we investigate the impact of AI smartnesswhether the AI assistant is empowered by machine learning intelligenceand AI transparencywhether physicians are informed of the assistant feature. We collaborate with a leading healthcare platform to run a field experiment in which we compare physiciansadoption behavior, i.e., adoption rate and adoption timing, of smart and automated AI assistants under transparent and non-transparent conditions. We find that AI smartness can increase the adoption rate and shorten the adoption timing, while AI transparency can only shorten the adoption timing. Moreover, the impact of transparency on the adoption rate is contingent on the smartness level of the assistant: AI transparency increases the adoption rate only when the AI assistant is not equipped with smart algorithms and fails to do so when the assistant is smart. Our study can guide platforms in designing their AI strategies. In particular, platforms should develop and apply smart AI algorithms in aiding physicians, and also keep physicians informed on such development and application, especially when the smartness level of the algorithms is low.