Abstract: The Importance of Dataset Choice Lessons Learned from COVID-19 X-ray Imaging Models.

The robust translation of medical imaging-based models from research to real clinical settings opens new challenges. A prominent recent case is the development of models for the prediction of COVID-19 pneumonia from planar X-Ray imaging. Hundreds of models, intended for clinical use, were published within the last months.