machine learning

Neuroimaging Clinics of North America: Machine Learning and Other Artificial Intelligence Applications

Forghani R, ed. Mukherji SK, consulting ed. Neuroimaging Clinics of North America: Machine Learning and Other Artificial Intelligence Applications. Elsevier; 2020;30(4):393–530; $397.00 Machine Learning and Other Artificial Intelligence Applications is a thoughtfully arranged collection of review articles offering an overview

Automatic Machine Learning to Differentiate Pediatric Posterior Fossa Tumors on Routine MR Imaging

Editor’s Choice This retrospective study included preoperative MR imaging of 288 pediatric patients with pediatric posterior fossa tumors, including medulloblastoma (n=111), ependymoma (n=70), and pilocytic astrocytoma (n=107). Radiomics features were extracted from T2-weighted images, contrast-enhanced T1-weighted images, and ADC maps.

Resting-State Brain Activity for Early Prediction Outcome in Postanoxic Patients in a Coma with Indeterminate Clinical Prognosis

Editor’s Choice The authors used resting-state fMRI in a prospective study to compare whole-brain functional connectivity between patients with good and poor outcomes, implementing support vector machine learning. They automatically predicted coma outcome using resting-state fMRI and also compared the