Accelerating artificial intelligence: How federated learning can protect privacy, facilitate collaboration, and improve outcomes.

Cross-institution collaborations are constrained by data-sharing challenges. These challenges hamper innovation, particularly in artificial intelligence, where models require diverse data to ensure strong performance. Federated learning (FL) solves data-sharing challenges.

Development of a mobile training app to assist radiographers' diagnostic assessments.

The current study reduced the time lag between performing a diagnostic assessment and identifying a critical finding in CT and MRI exams through improving radiographers' abilities to identify those critical findings. Radiographers' diagnostic assessments in CT and MRI exams were used to develop a mobile training application with the aim to improve radiographers' awareness of critical findings. The current research used data analytics to examine radiographers' interpretation of imaging studies from a privately owned medical group in Israel.

Return to sports after plate fixation of humeral head fractures 65 cases with minimum 24-month follow-up.

Background: Humeral head fractures requiring surgical intervention are severe injuries, which might affect the return to sports and daily activities. We hypothesize that athletic patients will be constrained regarding their sporting activities after surgically treated humeral head fractures. Despite a long rehabilitation program physical activities will change and an avoidance of overhead activities will be noticed.

Hyperbaric oxygen therapy can diminish fibromyalgia syndrome--prospective clinical trial.

Background: Fibromyalgia Syndrome (FMS) is a persistent and debilitating disorder estimated to impair the quality of life of 2-4% of the population, with 9:1 female-to-male incidence ratio. FMS is an important representative example of central nervous system sensitization and is associated with abnormal brain activity. Key symptoms include chronic widespread pain, allodynia and diffuse tenderness, along with fatigue and sleep disturbance.