Recchia Gabriel, Moser Karin S, Freeman Alexandra L J
Winton Centre for Risk & Evidence Communication, Department of Pure Maths and Mathematical Statistics, University of Cambridge, Cambridge, UK.
UniDistance Suisse, Faculty of Psychology, Brig, Switzerland.
MDM Policy Pract. 2024 Feb 15;9(1):23814683241226660. doi: 10.1177/23814683241226660. eCollection 2024 Jan-Jun.
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. A pilot and 2 online experiments in which UK (experiment 1) and worldwide (experiment 2) participants (N = 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. 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. 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.
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.
在线的、由算法驱动的预后工具在医疗决策中变得越来越重要。开发此类工具的机构需要能够以可靠的方式传达信息的精确性和准确性,因此许多机构试图传达不确定性,但也使用机构标志来强调其可信度。我们以一种新颖的方式将信任、不确定性和心理距离的理论结合起来,测试了不确定性的传达和机构标志的存在是否以及如何共同影响对医疗信息、预后工具本身以及治疗决策的信任。一项预试验和两项在线实验中,英国(实验1)和全球(实验2)的参与者(N = 4724)被随机分配到3(不确定性提示)×4(机构提示)被试间设计的12个组中的一组。刺激物基于现有的医疗预后工具。机构信任始终与对预后工具本身的信任相关,而不确定性信息没有一致的影响。机构信任预测了参与者报告在决策中给予机构认可的权重,以及在假设情景中从被动治疗转向主动治疗的可能性。情景的心理距离(感知的假设性)也有显著影响。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。它们还表明用户往往对不确定性的传达不敏感,并且传播者在试图警告证据的低精确性或质量时可能需要非常明确。情景感知假设性的影响强调了现实决策情景对研究的重要性以及一般来说熟悉决策困境的作用。
在一个医疗决策信息越来越多地通过数字在线工具提供的世界里,提供此类工具的机构需要关于如何最好地传达其可信度和精确性的指导。我们发现人们对旨在传达此类工具输出周围不确定性的线索相当不敏感。即使将“注意”用粗体字体显示或明确指出数据中的弱点,似乎也不会影响人们使用工具输出进行的决策。机构应该注意,需要进一步的工作来确定如何以一种能引起普通用户适当谨慎的方式最好地传达不确定性。人们对与输出相关的机构标志更为敏感。广义的机构信任(而不是对显示标志的特定机构的信任)与工具、其算法以及它产生的数字被认为的可信度、准确性和可靠性相关。这强调了社会对整个机构的信任的作用。最后,作为给研究人员的一个提示,我们发现参与者对实验情景的假设性或可信度的感觉有显著影响。这是一个在研究中似乎很少被控制的变量,但却与我们的一些感兴趣的变量起着同样大的作用,所以我们建议在未来的实验中对其进行测量。