Clinical Intelligence Research Press

Journal of Artificial Intelligence for Healthcare Systems

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Vol 5, Issue 1 (2026)

Machine Learning for Predicting Sepsis in Hospitalized Patients: A Systematic Review of Model Types, Feature Engineering Approaches, Prediction Horizons, and Prospective Validation Studies

Ahmed Al-Sayed & Omar Khalid

Review | Open access | 20 January 2026 | Article: 123

Generative Artificial Intelligence for Synthetic Electronic Health Record Data Generation: A Critical Review of Methods, Privacy Risks, Fidelity Metrics, and Downstream Task Utility

Victor Hugo, Daniel Cruz & Javier Salazar

Review | Open access | 20 January 2026 | Article: 124

Artificial Intelligence for Sleep Medicine and Sleep Disorder Diagnosis: A Systematic Review of Deep Learning Models for Polysomnography, Home Sleep Apnea Testing, and Wearable Device Analysis

Elif Yilmaz, Mehmet Demir, Ayse Kaya & Hasan Aydin

Review | Open access | 20 January 2026 | Article: 125

Federated Learning for Rare Disease Diagnosis and Research: A Systematic Review of Methods for Handling Extreme Data Scarcity, Class Imbalance, and Site Heterogeneity

Luca Bianchi, Marco Rossi & Giulia Romano

Review | Open access | 20 January 2026 | Article: 126

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