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利用修辞说服患者提高人工智能采用率:实验研究。

Persuading Patients Using Rhetoric to Improve Artificial Intelligence Adoption: Experimental Study.

机构信息

Georgia Institute of Technology, Atlanta, GA, United States.

Georgia State University, Atlanta, GA, United States.

出版信息

J Med Internet Res. 2023 Mar 13;25:e41430. doi: 10.2196/41430.

Abstract

BACKGROUND

Artificial intelligence (AI) can transform health care processes with its increasing ability to translate complex structured and unstructured data into actionable clinical decisions. Although it has been established that AI is much more efficient than a clinician, the adoption rate has been slower in health care. Prior studies have pointed out that the lack of trust in AI, privacy concerns, degrees of customer innovativeness, and perceived novelty value influence AI adoption. With the promotion of AI products to patients, the role of rhetoric in influencing these factors has received scant attention.

OBJECTIVE

The main objective of this study was to examine whether communication strategies (ethos, pathos, and logos) are more successful in overcoming factors that hinder AI product adoption among patients.

METHODS

We conducted experiments in which we manipulated the communication strategy (ethos, pathos, and logos) in promotional ads for an AI product. We collected responses from 150 participants using Amazon Mechanical Turk. Participants were randomly exposed to a specific rhetoric-based advertisement during the experiments.

RESULTS

Our results indicate that using communication strategies to promote an AI product affects users' trust, customer innovativeness, and perceived novelty value, leading to improved product adoption. Pathos-laden promotions improve AI product adoption by nudging users' trust (n=52; β=.532; P<.001) and perceived novelty value of the product (n=52; β=.517; P=.001). Similarly, ethos-laden promotions improve AI product adoption by nudging customer innovativeness (n=50; β=.465; P<.001). In addition, logos-laden promotions improve AI product adoption by alleviating trust issues (n=48; β=.657; P<.001).

CONCLUSIONS

Promoting AI products to patients using rhetoric-based advertisements can help overcome factors that hinder AI adoption by assuaging user concerns about using a new AI agent in their care process.

摘要

背景

人工智能(AI)能够将复杂的结构化和非结构化数据转化为可操作的临床决策,从而改变医疗流程。尽管已经确定 AI 的效率远高于临床医生,但在医疗保健领域,其采用速度较慢。先前的研究指出,对 AI 的信任度低、隐私问题、客户创新程度以及感知新颖性价值会影响 AI 的采用。随着 AI 产品向患者的推广,修辞在影响这些因素方面的作用受到了很少的关注。

目的

本研究的主要目的是检验沟通策略(修辞学、情感诉求和逻辑推理)是否更有助于克服患者采用 AI 产品的障碍因素。

方法

我们进行了实验,在 AI 产品的促销广告中操纵沟通策略(修辞学、情感诉求和逻辑推理)。我们通过亚马逊 Mechanical Turk 收集了 150 名参与者的回复。参与者在实验中随机接触特定的基于修辞的广告。

结果

我们的结果表明,使用沟通策略来推广 AI 产品会影响用户的信任度、客户创新程度和感知新颖性价值,从而提高产品的采用率。情感诉求的促销活动通过推动用户对产品的信任(n=52;β=.532;P<.001)和感知新颖性价值(n=52;β=.517;P=.001)来促进 AI 产品的采用。同样,基于伦理的促销活动通过推动客户创新(n=50;β=.465;P<.001)来促进 AI 产品的采用。此外,基于逻辑的促销活动通过缓解信任问题来提高 AI 产品的采用率(n=48;β=.657;P<.001)。

结论

通过基于修辞的广告向患者推广 AI 产品,可以帮助克服采用 AI 产品的障碍因素,减轻患者在医疗过程中使用新的 AI 代理的担忧。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/f463/10131865/a26ec928145f/jmir_v25i1e41430_fig1.jpg

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