是什么影响了在线医疗信息的可信度和随后的治疗决策?关于不确定性和机构线索作用的随机试验。

IF 1.9 Q3 HEALTH CARE SCIENCES & SERVICES
MDM Policy and Practice Pub Date : 2024-02-15 eCollection Date: 2024-01-01 DOI:10.1177/23814683241226660
Gabriel Recchia, Karin S Moser, Alexandra L J Freeman
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引用次数: 0

摘要

背景。在线算法驱动的预后工具在医疗决策中越来越重要。开发此类工具的机构需要能够以值得信赖的方式传达信息的精确性和准确性,因此许多机构在尝试传达不确定性的同时,还使用机构标识来强调其可信度。我们以一种新颖的方式将有关信任、不确定性和心理距离的理论结合在一起,测试了不确定性的交流和机构标识的存在是否以及如何共同影响人们对医疗信息、预后工具本身以及治疗决策的信任。研究方法我们在英国(实验 1)和全球(实验 2)的参与者(总人数 = 4,724 人)中进行了一次试点实验和两次在线实验,在 3(不确定性提示)×4(机构提示)的主体间设计中,参与者被随机分配到 12 个臂中的一个臂中。刺激以现有的医疗预后工具为基础。结果显示机构信任与对预后工具本身的信任一致,而不确定性信息则没有一致的影响。机构信任能够预测参与者在决策过程中对机构认可的重视程度,以及在假设情景下从被动治疗转为主动治疗的可能性。与情景的心理距离(感知情景的假设性)也有明显的影响。结论/意义。这些结果强调了机构展示可信度并与用户建立信任的重要性。这些结果还表明,用户往往对不确定性的传播不敏感,传播者在试图警告低精确度或低质量的证据时可能需要非常明确。情景假设的影响强调了研究中现实决策情景的重要性,以及熟悉决策困境的一般作用:在医疗决策信息越来越多地通过数字化在线工具提供的世界里,提供此类工具的机构需要得到指导,了解如何以最佳方式宣传这些工具的可信度和精确度。我们发现,人们对旨在宣传此类工具输出结果不确定性的提示相当不敏感。即使用粗体字标注 "注意 "或明确指出数据的弱点,似乎也不会影响人们使用工具输出结果做出决策。机构应该注意到这一点,并且需要进一步开展工作,确定如何以最好的方式传达不确定性,以引起非专业用户的适当警惕。对机构的普遍信任(而不是对显示徽标的特定机构的信任)与人们认为该工具、其算法及其产生的数字的可信度、准确度和可靠性有关。最后,作为对研究人员的提示,我们发现参与者认为实验情景的假设性或可信度有显著影响。这是一个在研究中似乎很少被控制的变量,但却与我们感兴趣的一些变量一样发挥着重要作用,因此我们建议在未来的实验中对其进行测量。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
What Affects Perceived Trustworthiness of Online Medical Information and Subsequent Treatment Decision Making? Randomized Trials on the Role of Uncertainty and Institutional Cues.

Background. Online, algorithmically driven prognostic tools are increasingly important in medical decision making. Institutions developing such tools need to be able to communicate the precision and accuracy of the information in a trustworthy manner, and so many attempt to communicate uncertainties but also use institutional logos to underscore their trustworthiness. Bringing together theories on trust, uncertainty, and psychological distance in a novel way, we tested whether and how the communication of uncertainty and the presence of institutional logos together affected trust in medical information, the prognostic tool itself, and treatment decisions. Methods. A pilot and 2 online experiments in which UK (experiment 1) and worldwide (experiment 2) participants (Ntotal = 4,724) were randomized to 1 of 12 arms in a 3 (uncertainty cue) × 4 (institutional cue) between-subjects design. The stimulus was based on an existing medical prognostic tool. Results. Institutional trust was consistently associated with trust in the prognostic tool itself, while uncertainty information had no consistent effect. Institutional trust predicted the amount of weight participants reported placing on institutional endorsements in their decision making and the likelihood of switching from passive to active treatment in a hypothetical scenario. There was also a significant effect of psychological distance to (perceived hypotheticality of) the scenario. Conclusions/Implications. These results underline the importance of institutions demonstrating trustworthiness and building trust with their users. They also suggest that users tend to be insensitive to communications of uncertainty and that communicators may need to be highly explicit when attempting to warn of low precision or quality of evidence. The effect of the perceived hypotheticality of the scenario underscores the importance of realistic decision-making scenarios for studies and the role of familiarity with the decision dilemma generally.

Highlights: In a world where information for medical decision making is increasingly going to be provided through digital, online tools, institutions providing such tools need guidance on how best to communicate about their trustworthiness and precision.We find that people are fairly insensitive to cues designed to communicate uncertainty around the outputs of such tools. Even putting "ATTENTION" in bold font or explicitly pointing out the weaknesses in the data did not appear to affect people's decision making using the tool's outputs. Institutions should take note, and further work is required to determine how best to communicate uncertainty in a way that elicits appropriate caution in lay users.People were much more sensitive to institutional logos associated with the outputs. Generalized institutional trust (rather than trust in the specific institution whose logo was shown) was associated with how trustworthy, accurate, and reliable the tool, its algorithm, and the numbers it produced were perceived to be. This underscores the role of societal trust in institutions at large.Finally, as a note to researchers, we found a significant effect of how hypothetical or believable participants felt the experimental scenario was. This is a variable that seems rarely controlled for in studies and yet played as much of a role as some of our variables of interest, so we suggest that it is measured in future experiments.

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MDM Policy and Practice
MDM Policy and Practice Medicine-Health Policy
CiteScore
2.50
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发文量
28
审稿时长
15 weeks
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