Neurosurgery Practice with Code

Background: Despite several decades of clinical research on superficial temporal artery to middle cerebral artery (STA-MCA) bypass surgery, intraoperative vessel-based predictors of peri-operative ischemic events are lacking. Flow 800 is a visualization tool that utilizes indocyanine green (ICG) angiography to deliver real-time data on blood flow and “local perfusion” parameters.... [Read More]

Background: The development of accurate machine learning algorithms requires sufficient quantities of diverse data. This poses a challenge in health care because of the sensitive and siloed nature of biomedical information. Decentralized algorithms through federated learning (FL) avoid data aggregation by instead distributing algorithms to the data before centrally updating... [Read More]