Utility of Patient-Generated Health Data and Artificial Intelligence in the Prediction of Asthma Exacerbations

Hu, Vivian; Chen, Emily; Bridgeman, Matthew; Jariwala, Sunit

doi:10.1016/j.jaci.2021.12.612

Cited by 1 publication

(3 citation statements)

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“…This could lead to increased public demand for better security and privacy protections, which in turn could pressure manufacturers and service providers to prioritize these concerns. Integration Challenges [ 24 , 25 , 27 , 53 , 58 ]: As wearables and IoMT devices become more integrated with other healthcare systems, the complexity of ensuring end-to-end security and privacy protections increases. There will be a need for standardized protocols and interoperability frameworks that can maintain security and privacy across different platforms and devices.…”

Section: Resultsmentioning

confidence: 99%

“…Integration Challenges [ 24 , 25 , 27 , 53 , 58 ]: As wearables and IoMT devices become more integrated with other healthcare systems, the complexity of ensuring end-to-end security and privacy protections increases. There will be a need for standardized protocols and interoperability frameworks that can maintain security and privacy across different platforms and devices.…”

Section: Resultsmentioning

confidence: 99%

“…In this context, we have pinpointed a range of security measures, varying from basic [ 3 , 23 , 24 , 77 , 84 , 85 , 95 , 96 , 97 , 98 , 99 , 100 , 101 ] to advanced [ 62 , 102 , 103 , 104 , 105 , 106 , 107 , 108 , 109 , 110 , 111 ], which can be effectively implemented to ensure the secure usage and management of PGHD. RQF2 [ 6 , 21 , 23 , 24 , 25 , 26 , 27 , 37 , 53 , 58 , 73 , 77 , 78 , 79 , 81 , 85 , 95 , 112 ] suggests that the development of wearable devices and internet-connected medical devices over the next decade will profoundly impact PGHD security and privacy. Key influences include a massive increase in PGHD volume, advanced data analytics, improved security measures, new regulations, greater public awareness, systems integration challenges, ethical implications, market-driven solutions, personalized security settings, and global disparities.…”

Section: Discussionmentioning

confidence: 99%

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Patient-Generated Health Data (PGHD): Understanding, Requirements, Challenges, and Existing Techniques for Data Security and Privacy

Khatiwada,

Yang,

Lin

et al. 2024

JPM

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The evolution of Patient-Generated Health Data (PGHD) represents a major shift in healthcare, fueled by technological progress. The advent of PGHD, with technologies such as wearable devices and home monitoring systems, extends data collection beyond clinical environments, enabling continuous monitoring and patient engagement in their health management. Despite the growing prevalence of PGHD, there is a lack of clear understanding among stakeholders about its meaning, along with concerns about data security, privacy, and accuracy. This article aims to thoroughly review and clarify PGHD by examining its origins, types, technological foundations, and the challenges it faces, especially in terms of privacy and security regulations. The review emphasizes the role of PGHD in transforming healthcare through patient-centric approaches, their understanding, and personalized care, while also exploring emerging technologies and addressing data privacy and security issues, offering a comprehensive perspective on the current state and future directions of PGHD. The methodology employed for this review followed the Preferred Reporting Items for Systematic Reviews and Meta-Analyses (PRISMA) guidelines and Rayyan, AI-Powered Tool for Systematic Literature Reviews. This approach ensures a systematic and comprehensive coverage of the available literature on PGHD, focusing on the various aspects outlined in the objective. The review encompassed 36 peer-reviewed articles from various esteemed publishers and databases, reflecting a diverse range of methodologies, including interviews, regular articles, review articles, and empirical studies to address three RQs exploratory, impact assessment, and solution-oriented questions related to PGHD. Additionally, to address the future-oriented fourth RQ for PGHD not covered in the above review, we have incorporated existing domain knowledge articles. This inclusion aims to provide answers encompassing both basic and advanced security measures for PGHD, thereby enhancing the depth and scope of our analysis.

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