Table of Contents
Research Article
The Arithmetic of Alert Fatigue: A Simulation of How Many Clinical Decision Support Rules a Clinician Can Usefully Carry
Dr. Priyadharshini P
pp. 1-10 Jun 1, 2026
Clinical Decision Support, Alert Fatigue, Alert Override, Simulation, Health Informatics, Electronic Health Records.
Research Article
Discrimination Survives What Usefulness Does Not: An Empirical Study of Prevalence and Measurement Shift in Clinical Machine Learning
Anwar Sadeeq
pp. 11-20 Jul 11, 2026
Clinical Machine Learning, Dataset Shift, Calibration, Decision Curve Analysis, Model Evaluation, Digital Health.
Research Article
What Exactly Is Being Measured When We Measure Community Engagement? A Scoping Review of Definitions, Frameworks and Instruments
Abdul Mukit
pp. 21-30 Aug 6, 2026
Community Engagement, Participation, Measurement, Scoping Review, Prisma-Scr, Research Methodology.
Research Article
Silent Failure: a Simulation Study of Why Discrimination Metrics Do Not Detect the Deployment Failures That Matter In Clinical Prediction Models
Makbul Hussain Choudhury
pp. 31-42 Sep 3, 2026
Clinical Prediction Models, Model Monitoring, Dataset Shift, Calibration, Decision Curve Analysis, Clinical Decision Support.
Research Article
Quantifying Re-Identification Risk before Sharing Clinical Data: an Open Implementation and an Empirical Risk–Utility Evaluation
Dr. Shwetha Javali
pp. 43-51 Sep 22, 2026
Data Privacy, Re-Identification Risk, K-Anonymity, De-Identification, Health Data Sharing, Open-Source Tools.