Catatonic syndrome during COVID-19 - a case study.

Catatonia is a neuropsychiatric condition involving qualitative psychomotor and volitional disorders. As a nosological unit, it is included in the international classifications of diseases - ICD-10 and DSM-5, but diagnostic criteria vary greatly between these classifications. COVID-19 is an infectious disease that primarily affects the respiratory system, sometimes other organs as well.

Multi-Label Classification of Chest X-ray Abnormalities Using Transfer Learning Techniques.

In recent years, deep neural networks have enabled countless innovations in the field of image classification. Encouraged by success in this field, researchers worldwide have demonstrated how to use Convolutional Neural Network techniques in medical imaging problems. In this article, the results were obtained through the use of the EfficientNet in the task of classifying 14 different diseases based on chest X-ray images coming from the NIH (National Institutes of Health) ChestX-ray14 dataset.