Clinical Intelligence Research Press

Journal of Health Informatics and Digital Systems

ISSN: 3149-8973

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Vol 3, Issue 1 (2023)

Natural Language Processing Model for Detecting Inconsistencies between Clinical Notes, Problem Lists, Medication Orders, and Billing Codes in Electronic Health Records

Bruno Martins, Lucas Pereira, Renata Azevedo & Pedro Costa

Original Research | Open access | 25 February 2023 | Article: 74

Machine Learning for Hospital Length-of-Stay Prediction: A Systematic Review of Electronic Health Record Features, Model Architectures, Validation Methods, and Operational Implementation Outcomes

Hiroshi Nakamura & Yuta Kato

Review | Open access | 25 February 2023 | Article: 75

Artificial Intelligence for Healthcare Operations Management: A Review of Predictive Analytics Models for Staffing, Scheduling, Bed Capacity, Patient Flow, and Service Demand Forecasting

Maria Gonzalez, Javier Ruiz, Lucia Torres & Elena Ruiz

Review | Open access | 25 February 2023 | Article: 76

Explainable Machine Learning in Healthcare Administration: A Systematic Review of Transparency Methods for Operational Decision Support, Revenue Cycle Analytics, and Quality Monitoring

Ahmed El-Kholy, Nour Abdelrahman & Karim Hassan

Review | Open access | 25 February 2023 | Article: 77

Transformer-Based Prediction Model for Laboratory Test Turnaround Delays Using Order Priority, Specimen Collection Time, Transport Route, Department Workload, Analyzer Availability, and Historical Processing Patterns

Claire Dupont & Julien Martin

Original Research | Open access | 25 February 2023 | Article: 78

Artificial Intelligence Framework for Real-Time Prioritization of Inpatient Transport Requests Using Patient Acuity, Destination Urgency, Transporter Availability, Elevator Congestion, and Unit-Level Transfer Demand

Sanjay Kulkarni, Meenal Joshi, Rohan Patil & Aniket Deshmukh

Original Research | Open access | 25 February 2023 | Article: 79

Care Pathway Deviations as Structured Knowledge: A Sequence Pattern Language for Clinical Interpretation

Jinwoo Park, Minji Kim & Seung Lee

Original Research | Open access | 10 January 2023 | Article: 19

Counterfactual Auditing of EHR-Based Predictors: A Framework for Identifying Spurious Clinical Associations

Carlos Ramirez, Elena Torres, Pablo Ortega & Sofia Mendes

Original Research | Open access | 10 January 2023 | Article: 20

Device-Free Recovery Assessment: A Conceptual Architecture for Mobility-Derived Outcome Inference

Olivia Harris & James Walker

Original Research | Open access | 10 January 2023 | Article: 21

Drift in Patient-Reported Outcomes: A Stability and Bias Assessment Framework for Longitudinal Self-Reported Signals

Ali Hassan, Noor Siddiqui, Bilal Khan & Sana Malik

Original Research | Open access | 10 January 2023 | Article: 22

Dynamic Comorbidity Graphs for Continual Population Stratification: A Longitudinal Network Modeling Framework

Chen Hao, Liu Fang & Zhao Lin

Original Research | Open access | 10 January 2023 | Article: 23

Fairness Stress Testing for Clinical Prediction Models: A Distribution-Shift–Centered Evaluation Protocol

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

Original Research | Open access | 10 January 2023 | Article: 24

Length-of-Stay Under Operational Constraints: A Semi-Mechanistic Framework for Explainable Patient Flow Modeling

Maria Silva & Joao Pereira

Original Research | Open access | 10 January 2023 | Article: 25

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