A systematic review shows no performance benefit of machine learning over logistic regression for clinical prediction models
2019 · Journal of Clinical Epidemiology · 1,739 citations
https://doi.org/10.1016/j.jclinepi.2019.02.004
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Evangelia Christodoulou
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Evangelia Christodoulou is an academic researcher from German Cancer Research Center. The author has contributed to research in topics: Artificial Intelligence in Healthcare and Education & Radiomics and Machine Learning in Medical Imaging & Ectopic Pregnancy Diagnosis and Management. The author has an h-index of 14, co-authored 47 publications.
ORCID: 0000-0001-7900-5952Papers by this author
worksMetrics reloaded: recommendations for image analysis validation
2024 · Nature Methods · 351 citations
https://doi.org/10.1038/s41592-023-02151-z
Understanding metric-related pitfalls in image analysis validation
2024 · Nature Methods · 156 citations
https://doi.org/10.1038/s41592-023-02150-0
Sources of performance variability in deep learning-based polyp detection
2023 · International Journal of Computer Assisted Radiology and Surgery · 11 citations
https://doi.org/10.1007/s11548-023-02936-9
Considerations regarding the morphological variability of the superior cerebellar artery
2025 · Neuroradiology · 3 citations
https://doi.org/10.1007/s00234-025-03659-1
Button Sequestrum Sign Due to Osteomyelitis of the Mandible Secondary to Malignant Infantile Osteopetrosis
2021 · MAEDICA – a Journal of Clinical Medicine · 2 citations
https://doi.org/10.26574/maedica.2021.16.3.531
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