To examine the association of practice closure with the likelihood that individual radiologists will subsequently practice as subspecialists given continued subspecialization and closure trends.
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The Holman Research Pathway in Diagnostic Radiology: 2003 – 2023
In the twenty-six years since its establishment, the Holman Research Pathway (HRP) has changed significantly. For example, a study published in 2018 found that interest among diagnostic radiology (DR) residents in the program had waned significantly, raising questions about the program’s future. In this study, we sought to better understand the effectiveness of the HRP among DR residents, with a focus on the residency research productivity and career outcomes of DR residents who have completed t…
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Radiology workflow assistance with artificial intelligence: establishing the link to outcomes
Artificial intelligence (AI) applications for radiology workflow have the potential to improve patient and health-system-level outcomes through more efficient and accurate diagnosis and clinical decision making. For a variety of time-intensive steps, numerous types of applications are now available with variable reported measures and degrees of success. The tools we highlight aim to accelerate imaging acquisition, reduce cognitive and manual burden on radiologists and others involved in the care…
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The potential role of AI in systematic follow-up recommendation tracking and outcome assessment
Actionable findings requiring follow-up with additional imaging or other diagnostic procedures are frequently reported for a wide variety of radiology exams. Completion of recommended follow-up can lead to new diagnoses including cancer. However, recommended follow-up completion is inconsistent, particularly when follow-up is for findings unrelated to the initial reason for the exam. Follow-up recommendation tracking systems, using a combination of information technology tools and human navigato…