School of Management, Hebei Finance University, Baoding, China.
Department of Management Science and Engineering, School of Economics and Management, Tsinghua University, Beijing, China.
BMC Public Health. 2024 Sep 27;24(1):2630. doi: 10.1186/s12889-024-20072-0.
Online healthcare platforms (OHPs) promote the accessibility of health services while integrating online and offline service delivery. Continuous adoption of these platforms can reduce the information asymmetry between patients and healthcare providers. However, existing study has rarely focused on how the network externalities of these platforms influence patients' continuous adoption. Expectation Confirmation Model (ECM) explains the continuous behavior after initial adoption and reveal the factors influencing satisfaction and continuous adoption intention. Few studies have integrated network externalities with the ECM to understand patients' continuous adoption of OHPs.
This study aims to explore what factors affect the continuous adoption of OHPs based on an extension to the ECM and network externalities. We propose a comprehensive model for the continuous adoption of OHPs by patients with chronic diseases. We extend the conceptual framework by incorporating constructs related to perceived value, habits, and switching costs.
This study utilized a web-based survey to collect data from participants in China. We selected a sample of individuals who had experience with OHPs using a random sampling method. This method ensured that participants was randomly chosen from a pool of patients without any regional bias. A total of 568 questionnaires were collected and 518 valid questionnaires were obtained. Structural equation modeling was applied to assess the relationships among the constructs. Hierarchical regression analysis was utilized to examine the moderating effects, while the mediating effects were investigated using the bootstrapping approach.
Direct network externality had significant positive impacts on the confirmation (β = 0.232, p < 0.001) and perceived value (β = 0.167, p < 0.010). Cross network externality had significant positive impacts on confirmation (β = 0.307, p < 0.001) and perceived value (β = 0.120, p < 0.05). Indirect network externality had significant positive impacts on confirmation (β = 0.169, p < 0.010) and perceived value (β = 0.270, p < 0.001). Confirmation had a significant positive impact on perceived value (β = 0.205, p < 0.001) and satisfaction (β = 0.508, p < 0.001). In addition, satisfaction had a significant positive impact on continuous adoption intention (β = 0.579, p < 0.001). Continuous adoption intention had a significant positive impact on continuous adoption behavior (β = 0.547, p < 0.001). Confirmation and perceived value significantly mediate the relationship between network externalities and satisfaction. Moreover, both confirmation and perceived value enhance continuous adoption intention by positively influencing satisfaction, which serves as a mediator. Additionally, confirmation directly influences satisfaction through the mediating role of perceived value. Habits and switching costs positively moderate the relationship between continuous adoption intention and behavior.
This study contributes by expanding the incorporation of network externalities into the ECM. Results enrich the existing literature on the continuous adoption of professional online platforms.
在线医疗保健平台(OHPs)在整合线上和线下服务交付的同时,促进了医疗服务的可及性。这些平台的持续采用可以减少患者和医疗服务提供者之间的信息不对称。然而,现有研究很少关注这些平台的网络外部性如何影响患者的持续采用。期望确认模型(ECM)解释了初始采用后的持续行为,并揭示了影响满意度和持续采用意向的因素。很少有研究将网络外部性与 ECM 结合起来,以了解患者对 OHPs 的持续采用。
本研究旨在基于 ECM 和网络外部性的扩展,探讨影响 OHPs 持续采用的因素。我们提出了一个由慢性病患者对 OHPs 的持续采用的综合模型。我们通过纳入与感知价值、习惯和转换成本相关的构念来扩展概念框架。
本研究通过在线调查从中国的参与者中收集数据。我们使用随机抽样方法从 OHPs 的使用者中选择了一个样本。这种方法确保了从一组没有任何区域偏见的患者中随机选择参与者。共收集了 568 份问卷,获得了 518 份有效问卷。结构方程模型用于评估构念之间的关系。分层回归分析用于检验调节效应,而中介效应则通过自举法进行检验。
直接网络外部性对确认(β=0.232,p<0.001)和感知价值(β=0.167,p<0.010)有显著的正向影响。交叉网络外部性对确认(β=0.307,p<0.001)和感知价值(β=0.120,p<0.05)有显著的正向影响。间接网络外部性对确认(β=0.169,p<0.010)和感知价值(β=0.270,p<0.001)有显著的正向影响。确认对感知价值(β=0.205,p<0.001)和满意度(β=0.508,p<0.001)有显著的正向影响。此外,满意度对持续采用意向(β=0.579,p<0.001)有显著的正向影响。持续采用意向对持续采用行为(β=0.547,p<0.001)有显著的正向影响。确认和感知价值显著中介了网络外部性与满意度之间的关系。此外,确认和感知价值通过积极影响满意度来增强持续采用意向,而满意度则作为一个中介。此外,确认通过感知价值的中介作用直接影响满意度。习惯和转换成本对持续采用意向和行为之间的关系有积极的调节作用。
本研究通过扩展 ECM 中网络外部性的纳入,做出了贡献。研究结果丰富了专业在线平台持续采用的现有文献。