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移动健康应用广告与心血管疾病之间的关联:人工智能驱动的物联网、数字鸿沟和个人信任的调节作用

Catenation between mHealth application advertisements and cardiovascular diseases: moderation of artificial intelligence (AI)-enabled internet of things, digital divide, and individual trust.

作者信息

Raza Syed Hassan, Norin Uzma, Ogadimma Emenyeonu C, Zaman Umer, Shah Amjad Ali, Khan Shumaila, Alkahtani Hend Khalid, Alkhowaiter Mohammed, Ullah Khan Sajid

机构信息

School of Media and Communication, Taylor's University, Subang Jaya, 47500, Malaysia.

Institute of Media and Communication Studies, Bahauddin Zakariya University, Multan, 66000, Pakistan.

出版信息

BMC Public Health. 2025 Mar 19;25(1):1064. doi: 10.1186/s12889-025-22082-y.

Abstract

BACKGROUND

World Health Organization (WHO) identified noncommunicable diseases as the foremost risk to public health globally and the cause of approximately 80% of premature deaths. However, Cardiovascular diseases account for most of these premature deaths and established threats to public health. Recently, digitization of health consultancy services through mHealth (e.g., mobile applications) using artificial intelligence (AI)-enabled Internet of Things has notably facilitated the accessibility of expert advice and continuous monitoring of Cardiac health on public health matters, making it more convenient for adoption in recent times. Nonetheless, scant attention has been paid to how digital media might encourage the adoption of digitally based health consulting services while accounting for the current IoT, Digital Divide, and Individual Trust conditions. Given this status quo, this study contributes to the body of literature by delving into an unexplored evaluation of the role digital media advertising plays in outlining the characteristics and effectiveness of AI-enabled IoT mHealth.

METHOD

The study used a cross-sectional online survey to collect data from 495 middle-aged adults.

RESULTS

The findings showed that social influence, performance expectation, effort expectancy, and facilitating conditions are critical factors in predicting intention to use mobile health applications. While the advertisements of mobile health are effective in ingraining the perception of their better performance regarding evading cardiovascular diseases added with the Internet of Things is an effective tool in adopting mobile health applications.

CONCLUSION

The utilization of digital media to promote emerging elements like the AI-enabled Internet of Things in health consulting to counter noncommunicable diseases, e.g., cardiovascular disease, has not yet been thoroughly explored. Consequently, the effectiveness of these communication features promotion among middle-aged adults remains largely uncharted. This research examines how middle-aged adults respond to advertisements showcasing the AI-enabled Internet of Things in digital media. Drawing an analogy with a UTAUT-3 theory, this research investigates how digital media advertisement can effectively promote recently integrated AI-enabled Internet of Things mHealth consultation services. Remarkably, findings identified that trust in AI-enabled IoTs-based mHealth applications remained insignificant. However, the digital divide resulting from low digital literacy in the Global South, especially Pakistan, is the primary obstacle to adopting mHealth apps for digital health services. This study suggests organizations such as WHO, mHealth apps, and telemedicine service providers employ health messaging and instructional advertising to educate the public.

摘要

背景

世界卫生组织(WHO)将非传染性疾病确定为全球公共卫生的首要风险,约80%的过早死亡由其导致。然而,心血管疾病占这些过早死亡的大部分,对公共卫生构成既定威胁。最近,通过使用人工智能(AI)支持的物联网的移动健康(mHealth,如移动应用程序)实现健康咨询服务的数字化,显著促进了专家建议的获取以及对心脏健康公共卫生问题的持续监测,使得其在近期更便于采用。尽管如此,在考虑当前物联网、数字鸿沟和个人信任状况的情况下,数字媒体如何鼓励采用基于数字的健康咨询服务却很少受到关注。鉴于这种现状,本研究通过深入探讨数字媒体广告在勾勒人工智能支持的物联网移动健康的特征和有效性方面所起作用的未被探索的评估,为文献做出了贡献。

方法

该研究采用横断面在线调查从495名中年成年人中收集数据。

结果

研究结果表明,社会影响、绩效期望、努力期望和便利条件是预测使用移动健康应用程序意图的关键因素。虽然移动健康广告在灌输其在规避心血管疾病方面表现更好的认知方面有效,且物联网是采用移动健康应用程序的有效工具。

结论

利用数字媒体推广健康咨询中诸如人工智能支持的物联网等新兴元素以应对非传染性疾病,如心血管疾病,尚未得到充分探索。因此,这些通信功能在中年成年人中的推广效果在很大程度上仍未可知。本研究考察中年成年人对数字媒体中展示人工智能支持的物联网的广告的反应。与UTAUT - 3理论进行类比,本研究调查数字媒体广告如何能有效推广最近整合的人工智能支持的物联网移动健康咨询服务。值得注意的是,研究结果表明对基于人工智能支持的物联网的移动健康应用程序的信任仍然不显著。然而,全球南方,特别是巴基斯坦,因数字素养低导致的数字鸿沟是采用移动健康应用程序提供数字健康服务的主要障碍。本研究建议世界卫生组织、移动健康应用程序和远程医疗服务提供商等组织采用健康信息和指导性广告来教育公众。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/7a75/11921525/44b0bff2318d/12889_2025_22082_Fig1_HTML.jpg

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