Vol 5, Issue 1 (2025)

Conversational Artificial Intelligence Assistant for Generating Structured Quality Improvement Reports from Incident Narratives, Safety Event Classifications, Root-Cause Analysis Notes, and Performance Metrics

Ivan Petrov, Olga Ivanova & Dmitry Smirnov

Original Research | Open access | 25 February 2025 | Article: 143

Sequence Learning Model for Predicting Repeat Diagnostic Imaging Orders Using Prior Imaging History, Symptom Documentation, Specialist Recommendations, Ordering Physician Behavior, and Recent Test Results

Omar Khalid, Sara Nadeem, Bilal Farooq & Hina Saeed

Original Research | Open access | 25 February 2025 | Article: 101

Explainable Risk Stratification Model for Prioritizing Case Management Referrals Using Prior Utilization, Chronic Disease Burden, Social Needs Documentation, Missed Appointments, and Care Gap Indicators

Thabo Nkosi, Lerato Molefe, Sipho Dlamini, Ayanda Mokoena & Kabelo Ndlovu

Original Research | Open access | 25 February 2025 | Article: 102

Probabilistic Record Linkage and Machine Learning Model for Detecting Duplicate Patient Records Using Demographic Similarity, Address Variation, Encounter History, Insurance Identifiers, and Clinical Pattern Matching

Juan Perez, Ana Gutierrez & Carlos Lopez

Original Research | Open access | 25 February 2025 | Article: 103

Artificial Intelligence for Healthcare Quality Improvement from 2017 to 2024: A Systematic Review of Predictive Models for Safety Events, Care Gaps, Adverse Outcomes, and Performance Monitoring

Elena Petrova, Ivan Georgiev, Nikolay Stoyanov & Petar Kolev

Review | Open access | 25 February 2025 | Article: 104

Machine Learning for Patient Transfer and Discharge Planning: A Review of Predictive Models for Placement Delay, Discharge Readiness, Follow-Up Completion, and Post-Discharge Risk

Hassan Ali, Mariam Farooq & Usman Shah

Review | Open access | 25 February 2025 | Article: 105

Artificial Intelligence for Healthcare Equity Analytics from 2017 to 2024: A Systematic Review of Bias Detection, Fairness-Aware Prediction, Disparity Monitoring, and Algorithmic Accountability in Health Systems

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

Review | Open access | 25 February 2025 | Article: 106

Natural Language Processing for Healthcare Administration from 2017 to 2024: A Review of Models for Clinical Documentation, Coding Support, Incident Reporting, Patient Communication, and Workflow Automation

Thomas Andersen, Lars Nielsen & Mette Sørensen

Review | Open access | 25 February 2025 | Article: 107

Retrieval-Augmented Clinical Operations Assistant for Answering Hospital Policy Questions Using Local Protocols, Staffing Guidelines, Bed Management Rules, Escalation Pathways, and Real-Time Operational Dashboards

Ricardo Alves, Bruno Costa, Helena Martins & Nuno Faria

Original Research | Open access | 25 February 2025 | Article: 108

Value-of-Information Diagnostics in Clinical Testing: A Decision-Theoretic Framework for Cost-Constrained Test Selection

Hassan Ali, Mariam Farooq & Usman Shah

Original Research | Open access | 10 January 2025 | Article: 44

Remote Rehabilitation Progress Quantification: A Smartphone Motion Primitive Framework for Interpretable Recovery Tracking

Khaled Mahfouz & Rania Abdelaziz

Original Research | Open access | 10 January 2025 | Article: 45

Multi-Agent Coordination for Operating Room Turnover: A Constraint-Based Optimization Blueprint

Thomas Andersen, Lars Nielsen & Mette Sørensen

Original Research | Open access | 10 January 2025 | Article: 46

Preventive Care Recommendations via Benefit–Burden Trade-Offs: A Patient-Centered Utility Framework

Ricardo Alves & Bruno Costa

Original Research | Open access | 10 January 2025 | Article: 47

Social Determinants Integration Without Proxy Leakage: A Causal Design Pattern for Equity-Preserving Modeling

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

Original Research | Open access | 10 January 2025 | Article: 48

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