Evangelia Christodoulou

1. A systematic review shows no performance benefit of machine learning over logistic regression for clinical prediction models
   2019/02/11 by Evangelia Christodoulou, Jie Ma, Professor Gary S. Collins +4 · 17 citations
   Computer Science · Medicine · #Artificial Intelligence in Healthcare and Education #Explainable Artificial Intelligence (XAI) #Machine Learning in Healthcare
2. Confidence intervals uncovered: Are we ready for real-world medical imaging AI?
   2024/09/26 by Evangelia Christodoulou, Annika Reinke, Christodoulou, Evangelia +44 · 1 voice · 2 citations
   Medicine · Computer Science · #Radiomics and Machine Learning in Medical Imaging #Machine Learning in Healthcare #Artificial Intelligence in Healthcare and Education
3. False Promises in Medical Imaging AI? Assessing Validity of Outperformance Claims
   2025/05/07 by Evangelia Christodoulou, Christodoulou, Evangelia, Annika Reinke +46 · 2 citations
   Medicine · Computer Science · #Artificial Intelligence in Healthcare and Education #Explainable Artificial Intelligence (XAI) #Radiomics and Machine Learning in Medical Imaging