Computer recognition algorithms based on microscopic images of blood particles can be used as a decision support mechanism to help specialists speed up the diagnostic process. The purpose of this work is to evaluate the quantitative analysis of hybrid neural networks (CNN + RNN). It can visually check the solution area of the input image used by CNN + LSTM. Based on the microscope image, the recognition results of blood composition particles according to their shape have been achieved up to 90%.

Relevance of the topic. Cataract is a partial or complete clouding of the eyeball, manifested by a decrease in the light-transmitting properties of optical media and visual acuity. According to the statistics of the World Health Organization for 2021, 65 million people on our planet suffer from cataracts. Cataracts have been found in 15% of the population over 40 years of age and in all older people over 80 years of age. According to epidemiological studies, the growth rate of the incidence of cataracts is almost 2 times faster than the growth rate of the entire population, and in countries with a developed construction industry, this figure is 4-5 times higher. Cataracts are the most common congenital eye disease and the most common cause of blindness. The prevalence of the disease is one of the urgent problems of modern ophthalmology.

After cataract extraction, the increase in intraocular pressure (IOP) reaches its maximum level after 7-8 hours, and the level of ophthalmotonus gradually decreases until the end of the day. Often at this time, corneal opacity may develop due to transient ophthalmohypertension, resulting in patients with a "corneal" syndrome. In such cases, it is possible to relatively quickly stabilize intraocular pressure due to preventive antihypertensive therapy with Lacoma-T.

Pain is a common symptom associated with coronavirus infection (COVID-19). With coronavirus syndrome (SARS-CoV-2), nonspecific discomfort, such as sore throat and chest pain, is common. Pains such as headache, myalgia, or neuropathic pain also occur. The latter seems to be related to an autoimmune response or damage to the peripheral neuromuscular system or central nervous system due to the virus. In addition, chronic pain can be a complication of secondary diseases after suffering COVID-19.

One of the areas of reforming higher medical education is the widespread use of information technology in higher education. The innovative processes going on today in the education system most acutely raise the question of finding reserves, improving the preparation of a highly educated, intellectually developed personality.

The criteria for the functional state of neurons of the central nervous system in the youthful period of ontogenesis are basic in terms of determining and predicting psychosomatic health, as well as possible limitations in the pathology of the hearing organ.

A study of changes in functional parameters of spirometry, central hemodynamics, and exercise tolerance in patients with COPD associated with COVID-19.