Published on in Vol 25 (2023)
Preprints (earlier versions) of this paper are
available at
https://preprints.jmir.org/preprint/41588, first published
.

Journals
- Ritahani Ismail A, Mohd Khalili A, Adilah Rahim N, Nisa S. Deep Convolutional Generative Adversarial Networks for Imbalance Medical Image Classification.. International Journal on Perceptive and Cognitive Computing 2023;9(2):98 View
- Garcia Santa Cruz B, Husch A, Hertel F. Machine learning models for diagnosis and prognosis of Parkinson's disease using brain imaging: general overview, main challenges, and future directions. Frontiers in Aging Neuroscience 2023;15 View
- Liang X, Zhao J, Chen Y, Bandara E, Shetty S. Architectural Design of a Blockchain-Enabled, Federated Learning Platform for Algorithmic Fairness in Predictive Health Care: Design Science Study. Journal of Medical Internet Research 2023;25:e46547 View
- Pelc M, Vilimkova Kahankova R, Blaszczyszyn M, Mikolajewski D, Konieczny M, Khoma V, Bara G, Zygarlicki J, Martinek R, Gupta M, Gorzelanczyk E, Pawłowski M, Czapiga B, Zygarlicka M, Kawala-Sterniuk A. Initial study on an expert system for spine diseases screening using inertial measurement unit. Scientific Reports 2023;13(1) View
- Guan B, Yu L, Li Y, Jia Z, Jin Z. Assessment of patients with Parkinson’s disease based on federated learning. International Journal of Machine Learning and Cybernetics 2024;15(4):1621 View
- Giuffrè M, Shung D. Harnessing the power of synthetic data in healthcare: innovation, application, and privacy. npj Digital Medicine 2023;6(1) View
- Singh A, Bansod G, Mahajan M, Dietrich P, Singh S, Rav K, Thissen A, Bharde A, Rothenstein D, Kulkarni S, Bill J. Digital Transformation in Toxicology: Improving Communication and Efficiency in Risk Assessment. ACS Omega 2023;8(24):21377 View
- Shao L, Chen B, Zhang Z, Zhang Z, Chen X. Artificial intelligence generated content (AIGC) in medicine: A narrative review. Mathematical Biosciences and Engineering 2024;21(1):1672 View
- Kisten M, Ezugwu A, Olusanya M. Explainable Artificial Intelligence Model for Predictive Maintenance in Smart Agricultural Facilities. IEEE Access 2024;12:24348 View
- Meiser M, Zinnikus I. A Survey on the Use of Synthetic Data for Enhancing Key Aspects of Trustworthy AI in the Energy Domain: Challenges and Opportunities. Energies 2024;17(9):1992 View
- Saeedi M, Gorji H, Vasefi F, Tavakolian K. Federated Versus Central Machine Learning on Diabetic Foot Ulcer Images: Comparative Simulations. IEEE Access 2024;12:58960 View
- Brauneck A, Schmalhorst L, Weiss S, Baumbach L, Völker U, Ellinghaus D, Baumbach J, Buchholtz G. Legal aspects of privacy-enhancing technologies in genome-wide association studies and their impact on performance and feasibility. Genome Biology 2024;25(1) View
- Zoerle T, Beqiri E, Åkerlund C, Gao G, Heldt T, Hawryluk G, Stocchetti N. Intracranial pressure monitoring in adult patients with traumatic brain injury: challenges and innovations. The Lancet Neurology 2024;23(9):938 View
- Tajabadi M, Martin R, Heider D. Privacy-Preserving Decentralized Learning Methods for Biomedical Applications. Computational and Structural Biotechnology Journal 2024 View
- Mandal P. A distributed privacy preserving model for the detection of Alzheimer’s disease. Neural Computing and Applications 2024;36(36):22719 View
- Souza J, Oliveira S, Oliveira H. The Impact of Federated Learning on Urban Computing. Journal of Internet Services and Applications 2024;15(1):380 View
- Singhal S, Cooke D, Villareal R, Stoddard J, Lin C, Dempsey A. Machine Learning for Mental Health: Applications, Challenges, and the Clinician's Role. Current Psychiatry Reports 2024;26(12):694 View
- Bhanbhro J, Nisticò S, Palopoli L. Issues in federated learning: some experiments and preliminary results. Scientific Reports 2024;14(1) View
- Süwer S, Ullah M, Probul N, Maier A, Baumbach J. Privacy-by-Design with Federated Learning will drive future Rare Disease Research. Journal of Neuromuscular Diseases 2024 View
- Awogbemi O, Desai D. Application of computational technologies for transesterification of waste cooking oil into biodiesel. Biomass and Bioenergy 2025;194:107620 View
- Littmann K, Kindborg G, Lidin M, Mellbin L, Hogling D, Brinck J. Development and implementation of a digiphysical screening model with nationwide reach to diagnose familial hypercholesterolemia. DIGITAL HEALTH 2025;11 View
- Li J, Zhou Z, Lyu H, Wang Z. Large language models-powered clinical decision support: enhancing or replacing human expertise?. Intelligent Medicine 2025;5(1):1 View
- Lv X, Tao Y, Zhang Y, Xue Y. Design of an Immersive Basketball Tactical Training System Based on Digital Twins and Federated Learning. Applied Sciences 2025;15(7):3831 View
- Guo M, Hou Y, Liu Y, Yang B, Qiao C, Li J. From algorithms to airways: Applying artificial intelligence to enhance airway assessment, management, and training. Trends in Anaesthesia and Critical Care 2025;61:101548 View
- 申 艳. Research Progress of Machine Learning in Pneumonia Death Prediction Model. Hans Journal of Biomedicine 2025;15(03):453 View
- Yip S, Ning S, Wong N, Chan J, Ng K, Kwok B, Anders R, Lam S. Leveraging machine learning in nursing: innovations, challenges, and ethical insights. Frontiers in Digital Health 2025;7 View
- Mahir S, Tashrif M, Karim M, Kundu D, Rahman A, Hamza M, Al Farid F, Miah A, Mansor S. Advanced Hydro-Informatic Modeling Through Feedforward Neural Network, Federated Learning, and Explainable AI for Enhancing Flood Prediction. IEEE Open Journal of the Computer Society 2025;6:726 View
- Oh S, Choi Y, Joo H, Kim K. Federated Reinforcement Learning for Privacy-Preserving Sepsis Patient Treatment Model. ACM Transactions on Intelligent Systems and Technology 2025 View
- Cecconi M, Greco M, Shickel B, Angus D, Bailey H, Bignami E, Calandra T, Celi L, Einav S, Elbers P, Ercole A, Gómez H, Gong M, Komorowski M, Liu V, Park S, Sarwal A, Seymour C, Zampieri F, Taccone F, Vincent J, Bihorac A. Implementing Artificial Intelligence in Critical Care Medicine: a consensus of 22. Critical Care 2025;29(1) View
- Caldas de Lima J, Griffin I, Gemmell J, Davis K, Amanamba U, Zanjani N, Siyanaki M, Mohammed T, Benos T, Rodrigues R, Manjarres D, Sobhani A, Hochhegger B. Ethical, Regulatory, and Practical Challenges in Artificial Intelligence-Driven Chest Imaging. Seminars in Roentgenology 2025;60(4):422 View
- Or K. What potential ethical concerns are associated with paid open access in medical research?. Ethik in der Medizin 2025;37(4):475 View
- Hossmann S, Ballhausen H, Rothenbühler M. Rahmenbedingungen der künstlichen Intelligenz in der Diabetologie. Die Diabetologie 2025;21(6):687 View
- Zhao C, Xu Y, Li R, Li H, Zhang M. Artificial intelligence in ADHD assessment: a comprehensive review of research progress from early screening to precise differential diagnosis. Frontiers in Artificial Intelligence 2025;8 View
- Bakhtiari M, Bonn S, Theis F, Zolotareva O, Baumbach J. FedscGen: privacy-preserving federated batch effect correction of single-cell RNA sequencing data. Genome Biology 2025;26(1) View
- Al Dalaien M, Ullah R, Abu Al-Haija Q. A dual-aggregation approach to fortify federated learning against poisoning attacks in IoTs. Array 2025;28:100520 View
- Villarreal R, Singhal S, Dempsey A, Shore J. The Future of Digital Mental Health. Psychiatric Clinics of North America 2025 View
- Wang T, Qin X, Liu Y, Tian J, Pang Z. Artificial intelligence-driven personalized clinical decision-making and drug development in breast cancer. Chinese Chemical Letters 2025:111956 View
- Catalano M, D’Angelo A, De Logu F, Nassini R, Generali D, Roviello G. Navigating Cancer Complexity: Integrative Multi-Omics Methodologies for Clinical Insights. Clinical Medicine Insights: Oncology 2025;19 View
- Tawfik M, Abu-Ein A, Noaman H, Abdelhaliem A, Fathi I. FedMedSecure: federated few-shot learning with cross-attention mechanisms and explainable AI for collaborative healthcare cybersecurity. Scientific Reports 2025;15(1) View
- Gulgosteren E, Agrali Ermis S, Algin Toros A, Toros T, Serin E, Sekeroglu M, Bahadır Kayisoglu N. Sweat, tears, and beyond: advanced wearable sensors for personalized health and athletic performance. Frontiers in Bioengineering and Biotechnology 2025;13 View
- Piechowiak M, Goch A, Panas E, Masiak J, Mikołajewski D, Rojek I, Mikołajewska E. The Global Importance of Machine Learning-Based Wearables and Digital Twins for Rehabilitation: A Review of Data Collection, Security, Edge Intelligence, Federated Learning, and Generative AI. Electronics 2025;14(23):4699 View
Books/Policy Documents
- Sindiramutty S, Jhanjhi N, Tan C, Yun K, Manchuri A, Ashraf H, Murugesan R, Tee W, Hussain M. Cybersecurity Issues and Challenges in the Drone Industry. View
- Ajalkar D, Sharma Y, Shinde J, Nayak S. Applying Machine Learning Techniques to Bioinformatics. View
- Kumar M, Kumar A, Bhargava M, Singh R, Shukla A, Shukla V. Cryptology and Network Security with Machine Learning. View
- Swathi N, Kavitha S, Karpakavalli M. Improving Healthcare Quality and Patient Engagement. View
- Li L. Federated Learning - A Systematic Review. View
- Diniz J. Federated Learning Systems. View
- Pasha A, Rahman S, Ahamed S, Kumar D, Manjunatha R. Software Engineering: Emerging Trends and Practices in System Development. View
- Rimi H, Asaduzzaman M, Bhuiyan M, Shoaib H, Fuad K, Rahman M. Federated Learning in Health Care Technology. View
Conference Proceedings
- Starič K, Sturm B. 2023 IEEE International Mediterranean Conference on Communications and Networking (MeditCom). The Art as a Form of Raising Awareness of Data Protection in Healthcare and Medicine View
- Arroyo Galende B, Mata Naranjo J, Uribe Mayoral S. Proceedings of the 3rd Eclipse Security, AI, Architecture and Modelling Conference on Cloud to Edge Continuum. Scalable and Portable Federated Learning Simulation Engine View
- Bakir D, Yildiz B, Aktas M. 2023 IEEE International Conference on Big Data (BigData). Developing and Evaluating a Model-Based Metric for Legal Question Answering Systems View
- Zhang X, Guan W, Lu J, Qiu Z, Cheng J, Wu X, Zheng Y. Proceedings of the ACM Web Conference 2024. GraphLeak: Patient Record Leakage through Gradients with Knowledge Graph View
- Mandal P, Leo C, Hurley C. Proceedings of the 2024 7th International Conference on Signal Processing and Machine Learning. Horizontal Federated Computer Vision View
- Han B, Howe B. Proceedings of the 32nd ACM International Conference on Advances in Geographic Information Systems. SARN: Structurally-Aware Recurrent Network for Spatio-Temporal Disaggregation View
- Gonçalves S, Lucas R, Viana R, Lopes T, Portugal A, Morais M, Fernández M. 2024 2nd International Conference on Federated Learning Technologies and Applications (FLTA). Evaluating Legal Compliance of Federated Learning Tools for the European Health Data Space (EHDS) View
