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Data Poisoning Vulnerabilities Across Health Care Artificial Intelligence Architectures: Analytical Security Framework and Defense Strategies

Farhad Abtahi, Fernando Seoane, Ivan Pau, Mario Vega-Barbas

J Med Internet Res 2026;28:e87969

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The Potential of AI in Nursing Care: Multicenter Evaluation in Fall Risk Assessment

Ivana Nanevski, Sebastian Jäger, Matthias Schulte-Althoff, Eva-Maria Behnke, Daniel Fürstenau, Felix Biessmann

J Med Internet Res 2025;27:e71034

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Synthetic Tabular Data Generation Under Horizontal Federated Learning Environments in Acute Myeloid Leukemia: Case-Based Simulation Study

Imanol Isasa, Mikel Catalina, Gorka Epelde, Naiara Aginako, Andoni Beristain

JMIR Med Inform 2025;13:e74116

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Reality Check: The Aspirations of the European Health Data Space Amidst Challenges in Decentralized Data Analysis

Holger Fröhlich, Anne Funck Hansen, Mika Hilvo, Gunther Jansen, Sumit Madan, Sobhan Moazemi, Sanziana Negreanu, Venkata Satagopam, Phil Gribbon, Christian Muehlendyck

J Med Internet Res 2025;27:e76491

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Applications of Federated Large Language Model for Adverse Drug Reactions Prediction: Scoping Review

David Guo, Kim-Kwang Raymond Choo

J Med Internet Res 2025;27:e68291

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Federated Learning-Based Model for Predicting Mortality: Systematic Review and Meta-Analysis

Nurfaidah Tahir, Chau-Ren Jung, Shin-Da Lee, Nur Azizah, Wen-Chao Ho, Tsai-Chung Li

J Med Internet Res 2025;27:e65708

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Privacy-Preserving Glycemic Management in Type 1 Diabetes: Development and Validation of a Multiobjective Federated Reinforcement Learning Framework

Fatemeh Sarani Rad, Juan Li

JMIR Diabetes 2025;10:e72874

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Advances in Infant Cry Paralinguistic Classification—Methods, Implementation, and Applications: Systematic Review

Geofrey Owino, Bernard Shibwabo

JMIR Rehabil Assist Technol 2025;12:e69457

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Balancing Between Privacy and Utility for Affect Recognition Using Multitask Learning in Differential Privacy–Added Federated Learning Settings: Quantitative Study

Mohamed Benouis, Elisabeth Andre, Yekta Said Can

JMIR Ment Health 2024;11:e60003

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Decades in the Making: The Evolution of Digital Health Research Infrastructure Through Synthetic Data, Common Data Models, and Federated Learning

Jodie A Austin, Elton H Lobo, Mahnaz Samadbeik, Teyl Engstrom, Reji Philip, Jason D Pole, Clair M Sullivan

J Med Internet Res 2024;26:e58637

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