Why radiologists need machine learning curriculum to improve safety, workflow efficiency 

Machine Learning

“If radiologists are expected to utilize machine learning models safely and effectively for imaging interpretation, education for all levels of background and experience will be required, and a formalized machine learning curriculum targeted toward early career radiologists and trainees is urgently needed," Monica J. Wood, MD and colleagues wrote.

Paclitaxel-coated devices linked to late mortality in PAD treatment

The use of paclitaxel-coated balloons and stents in the femoropopliteal arteries of patients with peripheral artery disease (PAD) was associated with relative mortality increases of 68 percent and 93 percent at two and five years of follow-up, respectively, according to a meta-analysis published Dec. 6 in the Journal of the American Heart Association.