Clinical Intelligence Research Press

Journal of Health Informatics and Digital Systems

ISSN: 3149-8973

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Vol 3, Issue 2 (2023)

Explainable Gradient Boosting Model for Predicting Health Insurance Claim Denials Using Documentation Completeness, Procedure Codes, Diagnosis-Code Consistency, Payer Rules, and Prior Authorization History

Oliver Grant, David Clark & Sophia Nguyen

Original Research | Open access | 20 July 2023 | Article: 80

Predictive Analytics Model for Estimating Outpatient Clinic Overbooking Risk Using Appointment History, Provider Schedule Density, Visit Complexity, No-Show Probability, Seasonal Trends, and Patient Communication Records

Jinwoo Park, Minji Kim & Seung Lee

Original Research | Open access | 20 July 2023 | Article: 81

Deep Neural Network for Detecting Physician Documentation Burden Using Note Length, Time in Electronic Health Record, After-Hours Charting Activity, Inbox Volume, and Order Entry Patterns

Carlos Ramirez, Elena Torres, Pablo Ortega & Sofia Mendes

Original Research | Open access | 20 July 2023 | Article: 82

Artificial Intelligence-Enabled Hospital Command Center for Predicting Patient Transfer Bottlenecks Using Admission Requests, Unit Occupancy, Bed Cleaning Duration, Isolation Requirements, and Staffing Constraints

James Walker & Olivia Harris

Original Research | Open access | 20 July 2023 | Article: 83

Graph-Based Machine Learning Model for Predicting Care Coordination Failures Using Referral Networks, Follow-Up Completion Status, Patient Message Logs, Specialty Access Delays, and Provider Communication Patterns

Ali Hassan, Noor Siddiqui, Bilal Khan & Sana Malik

Original Research | Open access | 20 July 2023 | Article: 84

Missingness as Signal: A Representation Theory for Sparse and Irregular Longitudinal Health Records

Ahmed Benali, Karim Boudiaf & Samir Touati

Original Research | Open access | 10 July 2023 | Article: 26

Pediatric Dosing Safety by Contextual Constraint Design: A Formal Error-Prevention Modeling Framework

Sven Larsson, Erik Johansson & Anna Nilsson

Original Research | Open access | 10 July 2023 | Article: 27

Radiology Report Consistency as a Quality Metric: A Semantic Coherence Framework for Diagnostic Reliability

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

Original Research | Open access | 10 July 2023 | Article: 28

Safety-First Clinical Deterioration Signal Fusion: A Multi-Channel Reasoning Framework for High-Stakes Monitoring

Chinedu Okafor & Amina Bello

Original Research | Open access | 10 July 2023 | Article: 29

Care Pathway Sequence Analytics: Clustering Methods, Deviation Detection, and Interpretability Frameworks in Artificial Intelligence for Healthcare Systems

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

Review | Open access | 10 July 2023 | Article: 30

Distribution Shift in Healthcare AI: Detection Methods, Adaptation Strategies, and Failure Taxonomies

Anna Kowalska, Piotr Nowak, Tomasz Zielinski & Katarzyna Mazur

Review | Open access | 10 July 2023 | Article: 31

Missing Data in Clinical Machine Learning: Modeling Decisions, Pitfalls, and Reporting Standards

George Papadopoulos & Eleni Georgiou

Review | Open access | 10 July 2023 | Article: 32

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