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Data Obfuscation Through Latent Space Projection for Privacy-Preserving AI Governance: Case Studies in Medical Diagnosis and Finance Fraud Detection

Data Obfuscation Through Latent Space Projection for Privacy-Preserving AI Governance: Case Studies in Medical Diagnosis and Finance Fraud Detection

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.

Mahesh Vaijainthymala Krishnamoorthy

JMIRx Med 2025;6:e70100

Participant Compliance With Ecological Momentary Assessment in Movement Behavior Research Among Adolescents and Emerging Adults: Systematic Review

Participant Compliance With Ecological Momentary Assessment in Movement Behavior Research Among Adolescents and Emerging Adults: Systematic Review

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.

Shirlene Wang, Chih-Hsiang Yang, Denver Brown, Alan Cheng, Matthew Y W Kwan

JMIR Mhealth Uhealth 2025;13:e52887

Regulation and Compliance in Telemedicine: Viewpoint

Regulation and Compliance in Telemedicine: Viewpoint

The Coronavirus Aid, Relief, and Economic Security Act and the Public Health Emergency (PHE) protocols of 2020 implemented most pandemic-era policy flexibilities in the United States, including (1) relaxation of HIPAA (Health Insurance Portability and Accountability Act) compliance requirements, (2) permission to prescribe certain controlled substances via telemedicine, (3) reimbursement for telemedicine equivalent to that of in-person visits, (4) promotion of telemedicine expansion for Medicare, (5) allowances

Julia Ivanova, Mollie R Cummins, Triton Ong, Hiral Soni, Janelle Barrera, Hattie Wilczewski, Brandon Welch, Brian Bunnell

J Med Internet Res 2025;27:e53558

The Role of the Organization in Promoting Information Security–Related Behavior Among Resident Physicians in Hospitals in Germany: Cross-Sectional Questionnaire Study

The Role of the Organization in Promoting Information Security–Related Behavior Among Resident Physicians in Hospitals in Germany: Cross-Sectional Questionnaire Study

D’Arcy and Greene [16] combined different theories for their research model and examined the influence of security culture, job satisfaction, and perceived organizational support on security compliance intentions among computer-using professionals, finding positive effects on security culture and job satisfaction. Solomon and Brown [17] used the TPB and showed relationships between organizational culture, information security culture—as an organizational subculture—and compliance.

Judith Kraushaar, Sabine Bohnet-Joschko

J Med Internet Res 2025;27:e46257