Articles

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

Temporal Neural Network for Forecasting Operating Room Procedure Duration Using Surgical Procedure Codes, Surgeon-Specific Historical Performance, Anesthesia Records, Patient Comorbidity Profiles, and Real-Time Intraoperative Event Logs

Ahmed Mansour & Omar Saeed

Original Research | Open access | 20 July 2022 | Article: 70

Smart Hospital Artificial Intelligence System for Predicting Nurse Call Button Demand Using Patient Acuity Levels, Room Location, Prior Call Frequency, Time-of-Day Patterns, and Unit Staffing Ratios

Daniel Fischer, Laura Meier, Thomas Braun, Stefan Koch & Felix Roth

Original Research | Open access | 20 July 2022 | Article: 71

Interpretable Random Forest Model for Predicting Diagnostic Test Overuse in Outpatient Clinics Using Visit Type, Physician Ordering History, Patient Complexity, Prior Test Results, and Guideline-Based Appropriateness Indicators

Nguyen Thanh Huy, Pham Quang Minh & Le Thi Bich

Original Research | Open access | 20 July 2022 | Article: 72

Machine Learning Model for Predicting Missed Medication Doses in Long-Term Care Facilities Using Medication Complexity, Resident Dependency Scores, Staff Availability, Administration Route, and Shift-Level Workload Data

Youssef Benali & Fatima Zahra Amrani

Original Research | Open access | 20 July 2022 | Article: 73

Referral Networks as Adaptive Learning Systems: A Graph-Theoretic Framework for Modeling Specialist Access Equity

Hiroshi Nakamura & Yuta Kato

Original Research | Open access | 10 July 2022 | Article: 13

Transmission Risk Inference in Acute Care Settings: A Contact-Structured Modeling Framework for Preventability Analysis

Maria Gonzalez, Javier Ruiz, Lucia Torres & Elena Ruiz

Original Research | Open access | 10 July 2022 | Article: 14

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