e.g. mhealth
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Higher compliance with electronic assessments has been found in both adults and children [31]. However, compliance rates can vary. De Vries and Bartels [32] reported an average compliance rate of 72%, ranging from 43% to 95%, while Passini et al [33] reported an average compliance rate of 83%. Factors such as the frequency of prompts and asking repeating questions can affect compliance; studies with higher prompt frequencies tend to have lower compliance rates [30].
JMIR Form Res 2025;9:e67451
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However, the mitigating effect of these measures obviously depends on public compliance, which might be limited since people often do not adhere to health recommendations [2]. Consequently, public health agencies and researchers have closely monitored adherence to COVID-19 measures throughout the pandemic, tracking both compliance levels and influencing factors.
A primary research instrument for these evaluations has been repeated surveys [3].
JMIR Public Health Surveill 2025;11:e50929
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These include deidentification processes, stringent access controls, safeguards against cyberattacks, regulatory compliance, and governance structures defining authorized users and use parameters. However, these proposals remain theoretical and lack national-level recommendations. In France, the implementation of CDWs must align with the CNIL CDW framework, which sets rigorous standards to ensure GDPR compliance while enabling the seamless reuse of health data in a competitive environment.
JMIR Med Inform 2025;13:e63754
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Reference 17: Adherence versus compliancecompliance
JMIR Res Protoc 2025;14:e55475
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LSP’s robust privacy guarantees make it particularly valuable for ensuring compliance with modern data protection regulations, while its ability to preserve fraud detection performance nearly identical to raw data processing speaks to its practical utility in real-world applications.
JMIRx Med 2025;6:e70100
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Metadata from the web-based Silver Cloud Health intervention portal provided use metrics of compliance. Such compliance metrics are often used in analyses of web-based intervention trials [30,31].
JMIR Ment Health 2025;12:e64251
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Given that compliance is critical to understanding the representativeness of the collected data and earlier publications pushing for compliance reporting for EMA studies [7,16,17] it is crucial to understand the factors and study methodological features that may be influencing EMA compliance.
Indeed, studies have examined the application of EMA in youth.
JMIR Mhealth Uhealth 2025;13:e52887
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