Practical Reviews

Machine Learning Algorithms Underperform Compared to Experienced Radiologists

Objective: To determine the diagnostic performance of classifier models based on machine learning algorithms in differentiating malignant from benign thyroid nodules. Design: Retrospective study of 970 histopathologically proven thyroid nodules in 970 patients (mean age 46.71 ± 12.14 years; 756 [77.94%] female and 214 [22.06%] male), who underwent partial or total thyroidectomy between January 2012 and June 2014. Methods: Ultrasound images of the dominant nodule were present more...
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