Machine Learning & Predictive Analytics

Artificial Intelligence, Machine Learning & Predictive Analytics
April 24, 2026
Machine Learning in Surgical PROMs: A Critical Academic Appraisal and a Forward Research Agenda
A critical appraisal of a 2026 systematic review on machine learning in surgical patient-reported outcome measures, with a forward research agenda.
Reading time: 12 minutes
Artificial Intelligence, Health Workforce & Nursing, Machine Learning & Predictive Analytics
April 12, 2026
Predicting Creativity Among Nurses with Machine Learning: An Ambitious Contribution with Important Lessons for Future Research
A constructive reading of Mudallal et al. (2025) on predicting creativity among nurses with machine learning, and lessons for future research.
Reading time: 13 minutes
Artificial Intelligence, Digital Health & Health IT, Machine Learning & Predictive Analytics
December 9, 2025
Transforming Electronic Health Records into Predictive Tools
How a foundation model of electronic medical records predicts patient risk in hospitals, and what it means for early warning and clinical decisions.
Reading time: 9 minutes
Artificial Intelligence, Health Professions Education, Machine Learning & Predictive Analytics
November 14, 2025
Predicting and Explaining Medical Students’ Psychological Resilience: A Dual Perspective of Machine Learning and Path Analysis
What predicts medical students’ psychological resilience? Findings from a study combining machine learning and path analysis.
Reading time: 8 minutes
Artificial Intelligence, Machine Learning & Predictive Analytics
September 25, 2025
Artificial Intelligence in Predictive Healthcare: A Systematic Review
A systematic review of AI in predictive healthcare: algorithms, applications, performance and the gaps that limit clinical use.
Reading time: 6 minutes
Artificial Intelligence, Health Workforce & Nursing, Machine Learning & Predictive Analytics
August 12, 2025
Predicting Nurse Creativity with Machine Learning
Predicting nurses’ creativity and entrepreneurial ability with machine learning: findings and lessons for nursing management.
Reading time: 3 minutes
Predicting Child Mortality in India Through Machine Learning
Predicting under-five mortality in low-SDI states of India with machine learning: methods and key predictors.
Reading time: 3 minutes
Machine Learning for Public Health Policy Evaluation
Machine learning and public health policy evaluation: methods, opportunities and limits.
Reading time: 5 minutes
Artificial Intelligence, Economic Evaluation & HTA, Health Economics, Machine Learning & Predictive Analytics
June 19, 2025
Enhancing Health Policy Reviews with Machine Learning
How machine learning can enhance health policy literature reviews, from Cavallaro et al.
Reading time: 3 minutes
Artificial Intelligence, Health Demand, Access & Human Capital, Health Economics, Machine Learning & Predictive Analytics
June 5, 2025
Predicting Healthcare Demand with Andersen’s Model and ML
Predicting healthcare demand by combining Andersen’s behavioural model with machine learning.
Reading time: 3 minutes
Artificial Intelligence, Data Science & Informatics Methods, Machine Learning & Predictive Analytics, Research Methods
June 5, 2025
How to Choose the Right Variables in Health Services Machine Learning
Dong et al. (2025) on variable selection for machine learning in health services research: preprocessing, correlation screening, LASSO, random forests, Boruta and stepwise validation.
Reading time: 4 minutes











