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Journal of Artificial Intelligence for Healthcare Systems
Journal of Artificial Intelligence for Healthcare Systems
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Vol 4, Issue 2 (2025)

Toward Scalable Federated Oncology Screening: A Multi-Layer Intelligence Architecture for Early Cancer Detection
Ali Hassan, Noor Siddiqui, Bilal Khan & Sana Malik
Original Research | Open access | 20 July 2025 | Article: 39
A Synthetic Health Data Governance Framework for Generative AI–Enabled Clinical Ecosystems
Chen Hao, Liu Fang & Zhao Lin
Original Research | Open access | 20 July 2025 | Article: 40
Large Language Models in Clinical Contexts: Infrastructure, Oversight, and Risk Dynamics
Andreas Müller, Stefan Weber, Julia Hoffmann, Lukas Schneider & Tobias Klein
Review | Open access | 20 July 2025 | Article: 41
Generative Artificial Intelligence in Healthcare: Systems Governance, Safety, and Accountability
Maria Silva & Joao Pereira
Review | Open access | 20 July 2025 | Article: 42
AI Governance in Healthcare: Transparency, Bias Mitigation, and Lifecycle Monitoring Models
Ahmed Benali, Yasmine Cherif, Karim Boudiaf & Samir Touati
Review | Open access | 20 July 2025 | Article: 43
Federated Reinforcement Learning for Coordinated Bed Allocation and Nurse Staffing During Pandemic Surges
Lucia Morales, Diego Perez, Valeria Soto, Martin Alvarez & Fernando Diaz
Original Research | Open access | 20 July 2025 | Article: 104
A Contrastive Multi-View Learning Framework for Long COVID Phenotype Discovery from Electronic Health Records
Patrick O’Connor & Sean Murphy
Original Research | Open access | 20 July 2025 | Article: 105
A Diffusion-Based Generative Framework for Synthetic Arrhythmia ECG Signals
Nguyen Van Nam, Tran Thi Hoa & Le Minh Duc
Original Research | Open access | 20 July 2025 | Article: 106
A Dynamic Graph Neural Network Framework for Chronic Postsurgical Pain Trajectory Prediction Using Temporal Opioid and Psychological Data
Samuel Boateng, Kwesi Mensah, Kojo Asante & Linda Owusu
Original Research | Open access | 20 July 2025 | Article: 107
An Explainable Deep Survival Framework for Metastasis Risk Prediction in Prostate Cancer Using Serial PSA and Genomic Scores
Nikolai Ivanov, Sergey Volkov & Elena Morozova
Original Research | Open access | 20 July 2025 | Article: 108
A Federated Autoencoder Framework for Cross-Payer Healthcare Billing Fraud Detection
Rashid Al-Mahdi, Khalifa Al-Suwaidi & Mariam Al-Kuwari
Original Research | Open access | 20 July 2025 | Article: 110
Deep Reinforcement Learning with Safety Shielding for Personalized Anticoagulation Management in Atrial Fibrillation Patients at High Bleeding Risk Using INR Measurements
Andrei Popescu, Mihai Ionescu, Elena Stan, Sorin Dumitrescu & Irina Pavel
Original Research | Open access | 20 July 2025 | Article: 111
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