Articles

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

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

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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