Abstract: A system for outputting a visual representation of a brain of a patient is configured to receive sensor data representing a behavior of a region of the brain of the patient. The system retrieves mapping data that maps a prediction value to the region. The prediction value is indicative of an effect on a behavior of the patient responsive to a treatment of the region, the mapping data being indexed to a patient identifier. The system receives, responsive to an application of a stimulation to the region, sensor data representing behavior of the region. The system executes a model that updates, based on the sensor data, the prediction value for the region. The system updates, responsive to executing the model, the mapping data by including the updated prediction value in the mapping data. The system outputs a visual representation of the updated mapping data comprising the updated prediction value.

Abstract: Machine learning algorithms are applied to OCT scan image data of a patient's retina to assess various eye diseases of the patient, such as ARMD, glaucoma, and diabetic retinopathy. The classification modules for each tested-for disease or condition preferably comprises an ensemble of machine learning algorithms, preferably including both deep learning and traditional machine learning (non-deep learning) algorithms. The results of the analysis can be transmitted back to the facility of the caregiver that used the OCT scanner to scan the patient's retina while the patient is still present at the caregiver's facility for an appointment.

Abstract: Compositions for topical application based on natural products, specifically dried pulverized plants suspended in bees honey, in which the ingredients are combined in proportions predetermined to provide three different types of preparations to be applied at various stages of repair and regeneration of injured tissues. The application of the compositions shortens the stages of healing in the treatment of acute and chronic injuries of any degree of depth and breadth, and of any etiology. The properties of the preparations include an hemorheological and systemic vascular activity which extends for a certain period even after the end of topical treatment.