Vol 4, Issue 1 (2024)

Interpretable Machine Learning Model for Predicting Laboratory Alert Fatigue Using Alert Frequency, Clinical Severity, Provider Specialty, Repeated Abnormal Results, Response Time, and Override Behavior

Chen Hao, Liu Fang & Zhao Lin

Original Research | Open access | 25 February 2024 | Article: 85

Machine Learning Model for Forecasting Daily Blood Product Demand in Tertiary Hospitals Using Surgical Schedules, Trauma Admissions, Transfusion History, Oncology Treatment Plans, and Inventory Depletion Patterns

Andreas Müller, Stefan Weber, Julia Hoffmann, Lukas Schneider & Tobias Klein

Original Research | Open access | 25 February 2024 | Article: 86

Sequence Learning Model for Predicting Specialist Consultation Completion Delays Using Consultation Type, Patient Location, Specialty Workload, Ordering Service, Communication Logs, and Escalation History

Maria Silva & Joao Pereira

Original Research | Open access | 25 February 2024 | Article: 87

Artificial Intelligence for Clinical Documentation Improvement from 2017 to 2023: A Systematic Review of Natural Language Processing Methods for Coding Accuracy, Note Quality, Billing Support, and Physician Workflow Efficiency

Ahmed Benali, Karim Boudiaf & Samir Touati

Review | Open access | 25 February 2024 | Article: 88

Predictive Analytics for Hospital Resource Allocation: A Review of Machine Learning Models for Bed Management, Staffing Demand, Equipment Use, Diagnostic Capacity, and Patient Throughput

Sven Larsson, Erik Johansson & Anna Nilsson

Review | Open access | 25 February 2024 | Article: 89

Machine Learning for Healthcare Revenue Cycle Analytics: A Systematic Review of Claim Denial Prediction, Coding Automation, Payment Delay Forecasting, and Prior Authorization Support

Paolo Ricci, Marco De Luca, Giulia Ferraro & Antonio Russo

Review | Open access | 25 February 2024 | Article: 90

Artificial Intelligence in Smart Hospital Management: A Systematic Review of Command Centers, Real-Time Workflow Monitoring, Operational Dashboards, and Automated Decision Support Systems

Chinedu Okafor & Amina Bello

Review | Open access | 25 February 2024 | Article: 91

Large Language Model for Automated Summarization of Interdisciplinary Care Team Discussions Using Secure Clinical Meeting Transcripts, Active Problem Lists, Medication Changes, and Discharge Planning Notes

Yousef Al-Qahtani, Fahad Al-Salem & Abdullah Al-Harbi

Original Research | Open access | 25 February 2024 | Article: 92

Consent-Aware Genomic–Clinical Analytics: A Policy-Constrained Access Control Framework for Secondary Data Use

Victor Santos, Rafael Costa & Bruno Teixeira

Original Research | Open access | 10 January 2024 | Article: 33

Evidence-Line Attribution for Clinical Text Generation: A Grounding Standard for Retrieval-Augmented Summarization

Emily Johnson, Robert Smith & Laura Brown

Original Research | Open access | 10 January 2024 | Article: 34

Hallucination Sensitivity in Clinical Language Models: A Benchmarking Protocol for Safety-Critical Text Generation

Alejandro Torres & Miguel Fernandez

Original Research | Open access | 10 January 2024 | Article: 35

Modeling Clinician Preferences in AI-Assisted Drafting: A Human-in-the-Loop Adaptation Theory

Siti Rahman, Ahmad Zaki & Nurul Huda

Original Research | Open access | 10 January 2024 | Article: 36

Patient Portal Inbox Intelligence: A Risk-Stratified Framework for Urgency Detection, Routing, and Duty-of-Care Boundaries

Peter Novak & Jana Svoboda

Original Research | Open access | 10 January 2024 | Article: 37

Post-Deployment Update Triggers for Clinical AI: An Error-Taxonomy Framework for Safe Model Revision

Luis Herrera, Daniela Rojas & Andres Castro

Original Research | Open access | 10 January 2024 | Article: 38

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