Frey Anna-Lena, Leigh Simon, Toro Carla, Pratdepàdua Bufill Carme, McCay Charles, Prenđa Trupec Tatjana, D'Avenio Giuseppe, Kok Menno, Montvila Antanas, Goedecker Philipp, Hoogendoorn Petra
Organisation for the Review of Care and Health Apps, Daresbury, United Kingdom.
Warwick Medical School, University of Warwick, Coventry, United Kingdom.
JMIR Mhealth Uhealth. 2025 May 26;13:e57474. doi: 10.2196/57474.
The adoption of high-quality health apps has been slow, despite the myriad benefits associated with their use. This is partly due to concerns regarding the effectiveness, safety, and data privacy of such apps. Quality assessments with robust and transparent criteria can address these concerns and, thereby, encourage the use of high-quality apps. However, a major challenge for such assessments is reaching a scale at which a substantial proportion of the more than 350,000 available health apps can be evaluated.
To support the scaling of health app quality assessments, this study aimed to examine the preferences and willingness to pay for assessments with different value propositions among potential customers.
We conducted 2 discrete choice experiments: one with 41 health app developers and another with 46 health system representatives (from health care institutions, authorities, and insurers) from across Europe. Mixed logit models were applied to examine the impact of assessment attributes on participants' choices as well as to calculate marginal willingness to pay and predicted assessment uptake.
Among health app developers, the attributes with the largest impact on assessment choices were the associated clinical care uptake (integration into clinical guidelines and reimbursement or procurement) and cost (purchase price). Increased willingness to use assessed apps and app store integration of assessment results had a moderate impact on choices, while required developer time investment and time until assessment results become available made the smallest contribution. Among health system representatives, increased willingness of clinicians and patients to use evaluated apps had the greatest impact on assessment choices, followed by cost. Time until assessment result availability and the percentage of peers recommending the assessment made a moderate contribution, while reassessment frequency had the smallest impact on choices. On average, health app developers were willing to pay an additional €9020 (95% CI €4968-€13,072) if an assessment facilitates guideline integration and procurement or reimbursement (at the time of data collection, €1=US $1.11), while health system representatives were, on average, willing to pay €7037 (95% CI €4267-€9806) more if an assessment results in a large, rather than a small, increase in willingness to use the evaluated app. The predicted uptake of assessments that offer the preferred values for all attributes was 88.6% among app developers and 91.1% among health system representatives.
These findings indicate that, to maximize uptake and willingness to pay among health app developers, it is advisable for assessments to facilitate or enable clinical guideline integration and reimbursement or procurement for high-scoring apps. Assessment scaling thus requires close collaboration with health authorities, health care institutions, and insurers. Furthermore, if health system organizations are targeted as customers, it is essential to provide evidence for the assessment's impact on patients' and clinicians' willingness to use health apps.
尽管使用高质量健康应用程序有诸多益处,但其采用速度一直很慢。部分原因是人们对这类应用程序的有效性、安全性和数据隐私存在担忧。采用稳健且透明的标准进行质量评估可以解决这些担忧,从而鼓励使用高质量应用程序。然而,此类评估面临的一个重大挑战是要达到能够对超过35万个可用健康应用程序中的很大一部分进行评估的规模。
为支持扩大健康应用程序质量评估的规模,本研究旨在调查潜在客户对具有不同价值主张的评估的偏好和支付意愿。
我们进行了两项离散选择实验:一项针对41名健康应用程序开发者,另一项针对来自欧洲各地的46名卫生系统代表(来自医疗机构、当局和保险公司)。应用混合逻辑模型来检验评估属性对参与者选择的影响,并计算边际支付意愿和预测的评估采用率。
在健康应用程序开发者中,对评估选择影响最大的属性是相关临床护理的采用情况(纳入临床指南以及报销或采购)和成本(购买价格)。使用经评估应用程序的意愿增加以及评估结果在应用商店中的整合对选择有中等影响,而开发者所需投入的时间以及获得评估结果所需的时间影响最小。在卫生系统代表中,临床医生和患者使用经评估应用程序的意愿增加对评估选择影响最大,其次是成本。获得评估结果所需的时间以及推荐该评估的同行比例有中等影响,而重新评估频率对选择的影响最小。平均而言,如果一项评估有助于指南整合以及采购或报销(在数据收集时,1欧元 = 1.11美元),健康应用程序开发者愿意额外支付9020欧元(95%置信区间为4968欧元至13072欧元),而如果一项评估能使被评估应用程序的使用意愿大幅而非小幅增加,卫生系统代表平均愿意多支付7037欧元(置信区间为4267欧元至9806欧元)。对于所有属性都提供首选价值的评估,预测的采用率在应用程序开发者中为88.6%,在卫生系统代表中为9l.1%。
这些发现表明,为了使健康应用程序开发者的采用率和支付意愿最大化,评估最好能促进或实现高分应用程序的临床指南整合以及报销或采购。因此评估规模的扩大需要与卫生当局、医疗机构和保险公司密切合作。此外,如果将卫生系统组织作为目标客户,必须提供证据证明评估对患者和临床医生使用健康应用程序意愿的影响。