Disclosures of conflicts of interest: M.H. Consulting fees from Capvision; speakers’ honoraria to institution from Canon; support for attending meetings from the European Society of Medical Imaging Informatics (EuSoMII) and European Society of Radiology (ESR); stakeholder board member for AI-POD, EuSoMII board member, ESR eHealth & Informatics Subcommittee member, ECR Imaging Informatics/Artificial Intelligence and Machine Learning Chairperson (2025), committee member with FMS (Dutch), and Radiology: Artificial Intelligence associate editor and trainee editorial board advisory panel member. F.K. Consulting fees from Bunkerhill Health, GE HealthCare, and MD.ai; speaker fees from Sharing Progress In Cancer Care; early career consultant to the Editor of Radiology, associate editor of Radiology: Artificial Intelligence, vice-chair of the Society for Imaging Informatics in Medicine (SIIM) Machine Learning Committee, member of the RSNA AI Committee, and member of the RSNA Radiology Informatics Council. T.S.C. Grants to institution from the National Institutes of Health, Independence Blue Cross, American College of Radiology, and the RSNA; consulting fees from Quattro; honoraria from Icahn School of Medicine, Massachusetts General Hospital, ISMIE, and the British Journal of Radiology; reimbursement for travel from SIIM and PARAD; board member for SIIM, PARAD, Association of Academic Radiology, and PRS (2023). K.D.H. Executive committee member of the New York State Radiological Society and board member of the New York State Radiological Educational Foundation. J.E. No relevant relationships. G.S. Member of the SIIM Board of Directors. L.M. Grants from Siemens, Gordon and Betty Moore Foundation, Mary Kay Foundation, and Google; consulting fees from Lunit, iCAD, and Guerbet; payment for lectures from iCAD and Guerbet; board member for the International Society for Magnetic Resonance in Medicine and Society of Breast Imaging; stock or stock options in Lunit; editor of Radiology.