Image IQ: 16-Year-Old Presenting with Swelling Beneath the Tongue and Discomfort

In order to flip the script on the impact of the radiology workforce shortage, radiology groups and practices need to make sound investments in technologies and leverage partnerships to mitigate gaps in coverage and maximize workflow efficiencies.

Richard Duszak, MD, and Mina Makary, MD, discuss a number of issues, ranging from demographic trends and NPRPs to physician burnout and medical student recruitment, that figure to impact the radiology workforce now and in the near future.

There may be a certain denial about the capability of proposed radiology workforce solutions and technological advances such as AI to enhance our efficiency.

KA Imaging President and Chief Executive Officer Amol Karnick and Chief Technology Officer Karim S. Karim, Ph.D., offer insights into current X-ray imaging trends, as well as opportunities for innovation.

Sixty-eight percent of radiation oncologists said average delays with prior authorization are five days or more, and seven percent of survey respondents said these delays have been a contributing factor in the death of cancer patients.

While GPT-4 demonstrated higher overall accuracy than other large language models in answering ACR Diagnostic in Training Exam multiple-choice questions, researchers noted an eight percent decrease in GPT-4’s accuracy rate from the first month to the third month of the study.