Architectural Design of a Blockchain-Enabled, Federated Learning Platform for Algorithmic Fairness in Predictive Health Care: Design Science Study

Journals

1. Chen X, Cao F, Wang Q, Ye Z, Chen X, Chen W, Cui W, Feng D, Ji G, Lin Z, Meng Q, Luo M, Luo Y, Lv W, Qin Y, Qin X, Si X, Tan B, Tian Z, Wang C, Wu W, Xiang L, Yu G, Ye D, Zhang X, Zhao H, Zheng Z, Zeng C, Zhang W, Zhou Q, Zang P, Xie Y, Lu G, Chen W, Cai M, Deng Y, Gao L, Gao Y, Gong W, Guo Z, He B, He D, Hao Z, Hu G, Hu Y, Huang D, Huang J, Huang B, Huang W, Ji J, Kuang Y, Lei Q, Li H, Li J, Li J, Li K, Li Z, Liu Y, Lu T, Lu S, Pang Q, Peng S, Qiu B, Qin B, Sang H, Shan Q, Tan S, Wang K, Wang Y, Wen X, Wu J, Xiao X, Xiong L, Xu J, Yang H, Zeng C, Zhang Y, Zhao M, Zhong D, Zhou F, Zhu Q, Zou J. 2024 Chinese guideline on the construction and application of medical blockchain. Intelligent Medicine 2025;5(1):73 View
2. Tanaka M. From Serendipity to Precision: Integrating AI, Multi-Omics, and Human-Specific Models for Personalized Neuropsychiatric Care. Biomedicines 2025;13(1):167 View
3. Khan A, Galea S, Mendez I. Five steps for the deployment of artificial intelligence-driven healthcare delivery for remote and indigenous populations in Canada. DIGITAL HEALTH 2025;11 View
4. Xie Y, Wang X, Yang H, Zhang J, Wang H, Yan Z, Yang J, Yan Z, Hao Z, Liu P, Kuang Y, Ye Z. Swarm learning network for privacy-preserving and collaborative deep learning assisted diagnosis of fracture: a multi-center diagnostic study. Frontiers in Medicine 2025;12 View
5. Shah S, Ali Z, Waqar M, Kim A. Federated Learning in Public Health: A Systematic Review of Decentralized, Equitable, and Secure Disease Prevention Approaches. Healthcare 2025;13(21):2760 View
6. Li J, Zheng C, Chen Z. Resilient Federated Learning for Vehicular Networks: A Digital Twin and Blockchain-Empowered Approach. Future Internet 2025;17(11):505 View
7. Jerang R, Mahato G, Banerjee A, Chakraborty S. Blockchain-Enhanced Homomorphic Encryption for Neuro-Signal Driven Collaborative Intelligence in Secure Adaptive Learning Environments. IETE Journal of Research 2025:1 View

Conference Proceedings

1. Guo H, Duan Y, Ding J, Zhou W, Li X, Zhang W, Liu J. 2023 5th International Conference on Electrical Engineering and Control Technologies (CEECT). Design and Implementation of a Portable Digital Energy Measurement Field Diagnosis Instrument Based on DBN View
2. Xiong L, Zhu Y, Zaza S. Proceedings of the 2024 Computers and People Research Conference. Enhancing Data Diversity and Traceability to Mitigate Bias in Healthcare AI: A Blockchain-Driven Approach View
3. Garofalo M, Catalfamo A, Colosi M, Villari M. 2024 IEEE International Conference on Big Data (BigData). Federated Objective: Assessing Client Truthfulness in Federated Learning View
4. Do Carmo Ê, Traina-Jr C, Traina A. 2025 IEEE 38th International Symposium on Computer-Based Medical Systems (CBMS). FairMed-FL: Federated Learning for Fair and Unbiased Deep Learning in Medical Imaging View
5. Pawar P, Jadhav B, Sonya A, Kumar M, Pavan Kumar M V, Haldorai A. 2025 6th International Conference on Electronics and Sustainable Communication Systems (ICESC). AI and Blockchain for Secure and Decentralized Healthcare Systems View