Vol 5, Issue 2 (2025)

Predictive Model for Forecasting Diagnostic Service Demand Using Ambulatory Referral Volume, Seasonal Disease Trends, Physician Ordering Patterns, Equipment Availability, and Historical Appointment Backlogs

Ahmed Youssef, Khaled Hassan & Mahmoud Elamin

Original Research | Open access | 20 July 2025 | Article: 112

Large Language Model for Generating Patient-Friendly Care Navigation Instructions from Referral Orders, Clinic Requirements, Insurance Rules, Preparation Instructions, and Scheduling Constraints

Fernando Diaz, Lucia Morales, Diego Perez, Valeria Soto & Martin Alvarez

Original Research | Open access | 20 July 2025 | Article: 113

Graph Neural Network for Predicting Fragmented Care Episodes Using Provider Networks, Encounter Sequences, Referral Patterns, Cross-Setting Utilization, and Unresolved Care Gap Indicators

Patrick O’Connor & Sean Murphy

Original Research | Open access | 20 July 2025 | Article: 114

Interpretable Machine Learning Model for Predicting Prior Authorization Approval Delays Using Payer-Specific Rules, Clinical Documentation Features, Procedure Type, Medical Necessity Indicators, and Historical Approval Timelines

Nguyen Van Nam, Tran Thi Hoa & Le Minh Duc

Original Research | Open access | 20 July 2025 | Article: 115

Machine Learning Model for Forecasting Hospital Housekeeping Demand Using Discharge Predictions, Room Turnover History, Isolation Status, Environmental Cleaning Requirements, and Unit-Level Census Patterns

Samuel Boateng, Kwesi Mensah, Kojo Asante & Linda Owusu

Original Research | Open access | 20 July 2025 | Article: 117

Artificial Intelligence System for Detecting Preventive Care Delivery Gaps Using Primary Care Records, Screening Eligibility Rules, Reminder Logs, Patient Portal Activity, and Visit Opportunity Windows

Nikolai Ivanov, Sergey Volkov & Elena Morozova

Original Research | Open access | 20 July 2025 | Article: 118

Deep Learning Model for Predicting Pharmacy Verification Backlogs Using Medication Order Complexity, Pharmacist Staffing, Patient Acuity, High-Alert Medication Flags, and Historical Queue Dynamics

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

Original Research | Open access | 20 July 2025 | Article: 109

Explainable Machine Learning Framework for Predicting Preventable Appointment Cancellations Using Scheduling Notes, Patient Communication History, Weather Conditions, Transportation Barriers, and Prior Attendance Behavior

Anna Svensson & Erik Lindberg

Original Research | Open access | 20 July 2025 | Article: 110

Federated Analytics Framework for Benchmarking Hospital Operational Performance Across Health Systems Using Secure Aggregation of Bed Occupancy, Discharge Delays, Staffing Ratios, and Service Demand Indicators

George Brown, Michael Taylor, Sarah Wilson & Olivia Harris

Original Research | Open access | 20 July 2025 | Article: 111

Wearable Calibration Transfer Across Device Generations: A Generalization Framework for Clinical Sensing

Anna Svensson & Erik Lindberg

Original Research | Open access | 10 July 2025 | Article: 49

Demand-Shock Detection for Hospital Supply Chains: A Resilience Analytics Blueprint for Critical Consumables

George Brown, Michael Taylor & Sarah Wilson

Original Research | Open access | 10 July 2025 | Article: 50

Alarm Fatigue Mitigation Under Safety Constraints: A Context-Aware Suppression Design Framework

Ahmed Youssef & Khaled Hassan

Original Research | Open access | 10 July 2025 | Article: 51

Home Monitoring Adherence Verification Using Passive Signals: A Robust Missingness-Informed Detection Framework

Fernando Diaz, Lucia Morales & Diego Perez

Original Research | Open access | 10 July 2025 | Article: 52

Maternal Risk Stratification from Prenatal Care Trajectories: A Continuity-Aware Modeling Framework for Preventable Harm

Patrick O’Connor & Sean Murphy

Original Research | Open access | 10 July 2025 | Article: 52

Near–Real-Time Health Inequity Detection: A Disparity Surveillance Framework for Service Access Monitoring

Nguyen Van Nam, Tran Thi Hoa & Le Minh Duc

Original Research | Open access | 10 July 2025 | Article: 53

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