Articles

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

Multimodal Machine Learning Model for Predicting High-Cost Hospital Episodes Using Pharmacy Utilization, Procedure Sequences, Length-of-Stay Trends, Intensive Care Transfers, and Administrative Claims Data

Anna Kowalska, Piotr Nowak, Tomasz Zielinski & Katarzyna Mazur

Original Research | Open access | 20 July 2024 | Article: 93

Explainable Artificial Intelligence Model for Detecting Inequitable Specialty Referral Patterns Using Patient Demographics, Insurance Type, Diagnosis Severity, Primary Care Documentation, and Provider Network Structure

George Papadopoulos & Eleni Georgiou

Original Research | Open access | 20 July 2024 | Article: 94

Artificial Intelligence Framework for Predicting Medical Equipment Utilization Using Real-Time Location System Data, Procedure Schedules, Maintenance Logs, Unit-Level Demand, and Device Availability Records

Victor Santos, Rafael Costa & Bruno Teixeira

Original Research | Open access | 20 July 2024 | Article: 95

Predictive Model for Identifying Delayed Diagnostic Follow-Up After Abnormal Screening Results Using Patient Portal Messages, Scheduling Attempts, Primary Care Workload, Result Severity, and Reminder History

Emily Johnson, Robert Smith, Laura Brown & Kevin Miller

Original Research | Open access | 20 July 2024 | Article: 96

Deep Learning Model for Predicting High-Risk Transitions of Care Using Discharge Summaries, Medication Reconciliation Records, Follow-Up Appointment Status, Home Support Indicators, and Social Risk Variables

Alejandro Torres & Miguel Fernandez

Original Research | Open access | 20 July 2024 | Article: 97

Interpretable Machine Learning Model for Detecting Clinical Pathway Deviations in Hospitalized Patients Using Order Sequences, Vital Sign Trends, Laboratory Monitoring Frequency, and Provider Decision Patterns

Siti Rahman, Ahmad Zaki, Nurul Huda, Amir Faisal & Lim Wei

Original Research | Open access | 20 July 2024 | Article: 98

Artificial Intelligence-Based Home Health Scheduling System Using Patient Acuity, Geographic Routing, Clinician Skill Mix, Visit Duration Estimates, and Risk of Missed Follow-Up Care

Peter Novak & Jana Svoboda

Original Research | Open access | 20 July 2024 | Article: 99

Machine Learning Model for Predicting Delayed Patient Placement after Emergency Admission Using Bed Assignment Logs, Isolation Needs, Unit Census, Nurse Staffing Levels, and Specialty Service Availability

Luis Herrera, Daniela Rojas & Andres Castro

Original Research | Open access | 20 July 2024 | Article: 100

Prompt Safety Specifications for Medical Documentation Assistants: A Design-Control Framework for Risk Mitigation

Omar Khalid & Sara Nadeem

Original Research | Open access | 10 July 2024 | Article: 39

Report–Image Agreement as a Safety Signal: A Verification Framework for Radiology Impression Consistency

Ivan Petrov, Olga Ivanova & Dmitry Smirnov

Original Research | Open access | 10 July 2024 | Article: 40

Post-Deployment Monitoring of Clinical AI Systems: Drift Detection, Feedback Governance, and Update Policies

Thabo Nkosi & Lerato Molefe

Review | Open access | 10 July 2024 | Article: 41

Retrieval-Augmented Generation in Healthcare: Evidence Grounding, Evaluation Metrics, and Safety Controls

Juan Perez, Ana Gutierrez & Carlos Lopez

Review | Open access | 10 July 2024 | Article: 42

Generative AI in Clinical Workflows: Documentation Utility, Failure Modes, and Oversight Mechanisms

Elena Petrova & Ivan Georgiev

Review | Open access | 10 July 2024 | Article: 43

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