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Vol 4, Issue 2 (2024)
Journal of Health Informatics and Digital Systems
ISSN: 3149-8973
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Vol 4, Issue 2 (2024)
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
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Open access
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20 July 2024
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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
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Open access
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20 July 2024
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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
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Open access
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20 July 2024
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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
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Open access
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20 July 2024
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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
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Open access
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20 July 2024
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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
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Open access
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20 July 2024
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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
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Open access
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20 July 2024
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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
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Open access
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20 July 2024
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Article: 100
Prompt Safety Specifications for Medical Documentation Assistants: A Design-Control Framework for Risk Mitigation
Omar Khalid & Sara Nadeem
Original Research
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Open access
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10 July 2024
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Article: 39
Report–Image Agreement as a Safety Signal: A Verification Framework for Radiology Impression Consistency
Ivan Petrov, Olga Ivanova & Dmitry Smirnov
Original Research
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Open access
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10 July 2024
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Article: 40
Post-Deployment Monitoring of Clinical AI Systems: Drift Detection, Feedback Governance, and Update Policies
Thabo Nkosi & Lerato Molefe
Review
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Open access
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10 July 2024
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Article: 41
Retrieval-Augmented Generation in Healthcare: Evidence Grounding, Evaluation Metrics, and Safety Controls
Juan Perez, Ana Gutierrez & Carlos Lopez
Review
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Open access
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10 July 2024
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Article: 42
Generative AI in Clinical Workflows: Documentation Utility, Failure Modes, and Oversight Mechanisms
Elena Petrova & Ivan Georgiev
Review
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Open access
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10 July 2024
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Article: 43
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