Journal of the American College of Radiology : JACR
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The purpose of this study was to adapt our radiology reports to provide the documentation required for specific International Classification of Diseases, tenth rev (ICD-10) diagnosis coding. ⋯ The number of radiology studies with a specific ICD-10 code can be improved through quality improvement methodology, specifically through the use of technologist-acquired clinical histories and structured reporting.
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Much attention has been given to machine learning and its perceived impact in radiology, particularly in light of recent success with image classification in international competitions. However, machine learning is likely to impact radiology outside of image interpretation long before a fully functional "machine radiologist" is implemented in practice. Here, we describe an overview of machine learning, its application to radiology and other domains, and many cases of use that do not involve image interpretation. We hope that better understanding of these potential applications will help radiology practices prepare for the future and realize performance improvement and efficiency gains.
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Radiologists seek mentors to facilitate career advancement and to help overcome professional and personal challenges. Characteristics of effective mentors include altruism, honesty, active listening skills, a collaborative approach, and accessibility. ⋯ Strategies to support mentor-mentee relationships include effective pairing of mentors with mentees, maintenance of confidentiality, clear definition of expectations, voluntary participation, and allowing mentees to change mentors without judgment or repercussions. A culture shift is needed in radiology departments to enable successful mentor-mentee relationships.