Radiomics-Based Prediction of Patient Demographic Characteristics on Chest Radiographs: Looking Beyond Deep Learning for Risk of Bias

Hadiseh Kavandi, Pranav Kulkarni, Sean P Garin, Preetham Bachina, Vishwa S Parekh, Paul H Yi
AJR Am J Roentgenol . 2025 Feb;224(2):e2431963. doi: 10.2214/AJR.24.31963. Epub 2024 Oct 16.
Deep learning (DL) models in radiology have shown potential for bias via prediction of demographic characteristics like self-reported race on chest radiographs (CXRs) [1, 2].

Radiomics-Based Prediction of Patient Demographic Characteristics on Chest Radiographs: Looking Beyond Deep Learning for Risk of Bias