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graphics. • Fewer than half of imaging studies assessed model performance on explicitly unobserved test data partitions. • Design and reporting standards have improved in CNN research for radiological cancer diagnosis, though many opportunities remain for further progress. To examine the various roles of radiologists in different steps of developing artificial intelligence (AI) applications. Through the case study of eight companies active in developing AI applications for radiology, in different regions (Europe, Asia, and North America