… of subspecialty examinations reported by oncologic imaging … rates (1) and fewer interpretation
discrepancies (2). The … , impacting radiology education and molding the expertise of …

… studies per workday, or with decreased interpretation time … showing that interpretations by
subspecialists have lower error … Prior work has shown neuroradiologist's expertise acquired …

… Neuroradiology (here evaluated as imaging of the central nervous system) is the most involved
subspecialty (… The clinical interpretation of the findings is left to other physicians. This is …

… are primarily focused on image interpretation. The authors do … are divided by subspecialty
as follows: head and neck, breast, … Expert-level detection of acute intracranial hemorrhage on …

… imaging due to insufficient diagnostic quality of the scan. … of neuroradiologist’s second-opinion
interpretation in head and … with subspecialty expertise in abdominal imaging in assessing …

… for their appropriate use and interpretation. However, training … Subspecialization in
radiology is generally by organ or … consistent, high-quality oncologic imaging services. Optimal …

… , with his/her extensive expertise and experience, radiologist … This is followed by repeated
interpretation of the imaging dataset in … can lead to a higher quality and precision in radiologic …

… , more consistent, and higher quality care. As payers and … actionable opportunities for
radiology professionals to gather … in some subspecialties, such as breast imaging; however, …

… taught, (2) quality of presentation by individual radiology staff … of expertise in other radiological
sub-specialties such as … the results of the dissertation and interviews with the expert staff …

… imitate the 3D integration of image interpretation by radiologists. In … expert neuroradiology
subspecialists with 9–34 years of experience, providing reliable ground truth. This high-quality …