Wouter A. C. van Amsterdam
- When accurate prediction models yield harmful self-fulfilling prophecies
2023/12/02 by Wouter A. C. van Amsterdam, Nan van Geloven, van Amsterdam, Wouter A. C. +6 · 6 citations
Computer Science · #Explainable Artificial Intelligence (XAI) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Methodology (stat.ME) #Topic Modeling
- The risks of risk assessment: causal blind spots when using prediction models for treatment decisions
2024/02/27 by Nan van Geloven, Ruth H. Keogh, van Geloven, Nan +27 · 1 voice · 2 citations
Mathematics · Computer Science · Economics, Econometrics and Finance · #FOS: Computer and information sciences #Methodology (stat.ME)
- A causal viewpoint on prediction model performance under changes in case-mix: discrimination and calibration respond differently for prognosis and diagnosis predictions
2024/09/02 by Wouter A. C. van Amsterdam, van Amsterdam, Wouter A. C. · 1 citation
Computer Science · #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning in Healthcare #Methodology (stat.ME)