Published on in Vol 27 (2025)

Preprints (earlier versions) of this paper are available at https://preprints.jmir.org/preprint/77721, first published .
Beyond Comparing Machine Learning and Logistic Regression in Clinical Prediction Modelling: Shifting from Model Debate to Data Quality

Beyond Comparing Machine Learning and Logistic Regression in Clinical Prediction Modelling: Shifting from Model Debate to Data Quality

Beyond Comparing Machine Learning and Logistic Regression in Clinical Prediction Modelling: Shifting from Model Debate to Data Quality

Journals

  1. Wang K, Wu P, Chen Y, Wang H. An AI-Based Radiomics Model Using MRI ADC Maps for Accurate Prediction of Advanced Prostate Cancer Progression. Current Oncology 2026;33(1):35 View
  2. Cruz-Fernandez M, Castillo-Velásquez F, Fuentes-Silva C, Rodríguez-Abreo O, Rojas-Galván R, Avilés M, Rodríguez-Reséndiz J. Predicting Breast Cancer Mortality Using SEER Data: A Comparative Analysis of L1-Logistic Regression and Neural Networks. Technologies 2026;14(1):66 View
  3. Wang Y, Wang J, Chen H. Risk stratification in diabetic kidney disease: a review of prediction models for methodological advances and clinical application. Journal of Translational Medicine 2026 View
  4. Ko H, Martin B, Pelt C, Pellegrini V. Comparative analysis of supervised machine learning models for predicting surgeon fixation choice in total knee arthroplasty. BMC Medical Informatics and Decision Making 2026 View
  5. Condoiu C, Baloi A, Sandesc D, Cumpanas A, Latcu S, Dema V, Caprariu R, Barb A, Ciucurita A, Marinescu A, Cut T, Bardan R. Clinically Significant ISUP Upgrading in the Multiparametric MRI Era: Biopsy Tumor Burden Outperforms Complex Machine Learning Models in a Single-Center Exploratory Cohort. Cancers 2026;18(5):730 View
  6. Benítez-Andrades J, Laballos-González L, Pujante-Otalora L, Nieto-Marcos S, Pinto-Carral A, Álvarez-Álvarez M. Machine learning-based prediction of disability in subacute low back pain: a primary care study on clinical and psychosocial determinants. BMC Medical Informatics and Decision Making 2026 View