Vol 4, Issue 1 (2025)

A Blockchain-Integrated Health Data Exchange Intelligence Scaffold

Claire Martin, Julien Robert & Sophie Bernard

Original Research | Open access | 20 January 2025 | Article: 33

A Causal Intelligence Pathway Model for Personalized Treatment Orchestration

Fatima Zahra Amrani & Youssef Benali

Original Research | Open access | 20 January 2025 | Article: 34

A Large Language Model Integration Architecture for Clinical Decision Infrastructure

Michael Turner, Sophia Nguyen, David Clark & Emma Wilson

Original Research | Open access | 20 January 2025 | Article: 35

From Reactive Response to Proactive Prevention: A Closed-Loop AI Framework for Mental Health Crisis Anticipation

Jinwoo Park, Minji Kim & Seung Lee

Original Research | Open access | 20 January 2025 | Article: 36

A Real-Time Hospital Capacity Intelligence Framework for Operational Resilience

Carlos Ramirez, Elena Torres, Pablo Ortega, Sofia Mendes & Luis Costa

Original Research | Open access | 20 January 2025 | Article: 37

Designing a Scalable Governance Architecture for AI-Enabled Telehealth and Remote Monitoring

James Walker & Olivia Harris

Original Research | Open access | 20 January 2025 | Article: 38

A Graph Attention Network Framework for Surgical Site Infection Prediction Integrating Intraoperative Variables, Surgeon Experience, and Comorbidity Graphs

Elena Petrova, Ivan Georgiev, Nikolay Stoyanov & Petar Kolev

Original Research | Open access | 20 January 2025 | Article: 95

Explainable Artificial Intelligence for Clinical Decision Support Systems: A Systematic Review of Explanation Methods, Clinician Evaluation Frameworks, and Impact on Diagnostic Accuracy

Hassan Ali, Mariam Farooq & Usman Shah

Review | Open access | 20 January 2025 | Article: 96

Federated Learning for Healthcare: A Critical Review of Privacy Guarantees, Heterogeneity Challenges, and the Research–Deployment Gap

Khaled Mahfouz, Rania Abdelaziz, Sherif Adel, Dina Mostafa, Tamer Nabil & Reem Saad

Review | Open access | 20 January 2025 | Article: 97

Machine Learning for Prediction of Postoperative Surgical Site Infection, Venous Thromboembolism, and Respiratory Failure: A Systematic Review of Model Performance, External Validation, and Clinical Deployment

Thomas Andersen, Lars Nielsen & Mette Sørensen

Review | Open access | 20 January 2025 | Article: 98

Machine Learning for Suicidality and Depression Risk Prediction: A Systematic Review of Electronic Health Records, Social Media, and Wearable Sensors

Ricardo Alves, Bruno Costa, Helena Martins & Nuno Faria

Review | Open access | 20 January 2025 | Article: 99

Retrieval-Augmented Generation for Real-Time Clinical Question Answering: A Framework Integrating Electronic Health Records and Clinical Guidelines

Mohammed Al-Farsi, Salim Al-Harthy & Nasser Al-Rawahi

Original Research | Open access | 20 January 2025 | Article: 100

Parameter-Efficient Fine-Tuning of Large Language Models for Automated Discharge Summary Generation from Daily Progress Notes and Laboratory Results

Anna Svensson & Erik Lindberg

Original Research | Open access | 20 January 2025 | Article: 101

Physics-Guided Recurrent Neural Network for Blood Glucose Prediction in Type 1 Diabetes Integrating Insulin, Meals, and Physical Activity

George Brown, Michael Taylor, Sarah Wilson & Olivia Harris

Original Research | Open access | 20 January 2025 | Article: 102

A Multimodal Foundation Model for Zero-Shot Rare Disease Diagnosis from Electronic Health Records

Ahmed Youssef, Khaled Hassan & Mahmoud Elamin

Original Research | Open access | 20 January 2025 | Article: 103

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