Matthew Medinsky

Matthew Medinsky

Differentiation of benign and malignant parotid gland tumors based on the fusion of radiomics and deep learning features on ultrasound images

Objective: The pathological classification and imaging manifestation of parotid gland tumors are complex, while accurate preoperative identification plays a crucial role in clinical management and prognosis assessment. This study aims to construct and compare the performance of clinical models, traditional radiomics models, deep learning (DL) models, and deep learning radiomics

A LARGE AND FEASIBLE NATIONAL SURVEY REPRESENTATIVE OF POPULATION EXPOSURE TO OUTDOOR GAMMA RADIATION IN URBAN AREAS

Background: Although data on outdoor gamma radiation are available for many countries, they have generally been obtained with measurements performed in undisturbed environments instead of in urban areas where most of the population lives. Only one large national survey, with on-site measurements in urban areas, has been found worldwide, probably

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