We analyzed the classification accuracy and the area under the curve (AUC). The highest accuracy was 0.82 for SVM, followed by 0.77 for RF, 0.74 for LR, 0.66 for DT, and 0.66 for boosted trees. The highest AUC was 0.53 for LR, followed by 0.52 for boosted trees, 0.48 for DT, and 0.47 for RF. Therefore, the best predictive model for this analysis was LR. The performance of the machine learning classifiers was not optimal owing to the small size of the dataset. The use of a machine learning model made it possible to predict recurrence in early stage endometrial cancer.The performance of the machine learning classifiers was not optimal owing to the small size of the dataset. The use of a machine learning model made it possible to predict recurrence in early stage endometrial cancer.Intravitreal drug administration is a procedure that has become widespread in modern ophthalmology. However, there is no global consensus on certain aspects of this manipulation, and practitioners feel the need for guidelines. In the Russian Federation, until now, such a document was not available. The expert council on diseases of the retina and optic nerve of All-Russian public organization «Association of Ophthalmologists», with participation of invited specialists, has studied and analyzed the existing foreign guidelines for performing intravitreal injections, as well as the regulatory framework in Russia. As a result, this Protocol was developed and approved for use in the healthcare system of the Russian Federation. The document regulates the requirements for specialists and organizations, the conditions for performing the procedure and the necessary material resources and presents an algorithm for performing intravitreal drug administration, a patient examination check-list for various conditions of the procedure, as well as parameters for evaluating and monitoring the quality of the procedure.Treatment of vertical strabismus will almost inevitably involve surgery when it is associated with hyperfunction of the inferior oblique muscle due to the weakness of vertical fusion (3.0-4.0 ave dptr), the presence of cyclotropy and torsional diplopia. Many operations aimed at weakening the lower oblique muscle have been described. However, they have a number of negative aspects associated with high invasiveness, difficulty of technical implementation due to the need for manipulations in the inaccessible area of the eye in proximity to the optic nerve, macular area, large vessels, as well as long duration of the operation, inability to dosage the result of the operation, low functional results. They are, to a large extent, absent in the operation of anterior transposition in which the neurofibrovascular bundle serves as the axis of rotation of the lower oblique muscle changing the vector of its action and increasing the effectiveness of treatment. Despite all the advantages of that technique, its use is still limited due to the lack of methods for controlling the amount of anterior transposition for the treatment of hyperfunction of the inferior oblique muscle, especially of small degrees.Incidence of Herpes Zoster is relatively high. Herpes zoster ophthalmicus is one of the most common forms of the disease. Necrotising herpetic retinopathies (including acute retinal necrosis) are rare and usually these complications are presented in literature as individual cases. However, necrotising herpetic retinopathy can lead to complete loss of visual. The article reviews modern data on causation, diagnosis and treatment of acute retinal necrosis analyzing 40 open access articles from EBSCO published in 2011-2019, and describes the modern views on the prevalence and most important clinical features of herpetic acute retinal necrosis. Some contradictory opinions have been revealed concerning the diagnostic criteria and surgical treatment of acute retinal necrosis.Age-related macular degeneration is an advanced chronic disease and the main cause of vision loss in geriatric patients. Filgotinib Optical coherence tomography (OCT) is a modern method of retinal imaging allowing to detect different types of fluid intraretinal fluid (IRF), subretinal fluid (SRF) and fluid under pigment epithelial detachment (PED). Finding relevant imaging biomarkers is necessary for identification of basic activity criteria of the disease, choosing treatment algorithms, determining treatment duration and termination criteria, and predicting the outcomes. Presence of IRF is associated with poor functional outcomes. Its presence is an indication for early beginning of treatment aimed at full resorption of the fluid with further possible careful extension of anti-VEGF therapy intervals with a regular follow-up. Degenerative intraretinal cysts developing in the background of subretinal fibrosis in absence of choroidal neovascularization (CNV) should be a sign for discontinuation of anti-VEGF therapy due to the lack of targets. Presence of SRF is associated with favorable outcomes and good treatment prognosis and is not a barrier to the extension of treatment intervals even up to the maximum of 16 weeks as described in existing randomized controlled trials, on the condition of no other CNV activity. PED with active CNV is one of the biomarkers that reveal the need for long-term aggressive therapy. In case of its size gain, it is necessary to restart the anti-VEGF treatment to prevent visual loss in the long-term. Combination of different fluid types is a sign of lasting disease history with a poor outcome prognosis. In this case, anti-VEGF treatment should be started as soon as possible with long-term fixed regimen or Treat-and-extend (T&E) with minimal suitable interval for the patient and precise monitoring of the condition of retina until complete suppression of activity. Developing a personalized approach in each case plays an important role in preserving visual functions.Granulomatous lesion of the iris has varying etiology, but in the differential diagnostic it should often be considered by sarcoidosis and tuberculosis damage. To describe a clinical case of sarcoid lesion of the iris and provide an analysis of literature devoted to this problem in the context of its polyetiology. The article describes one case of sarcoid granuloma of the iris in a young patient with a relapsing course of the disease. The presented clinical case demonstrates the need for differential diagnosis to clarify the causes of the disease and the possibility of recurrence involving appearance of a multifocal lesion. The article also reviews literature on this problem reflecting the polyetiological nature of granulomatous lesions of the iris, and argues the use of interventional diagnostic methods in the absence of extraocular pathology. Analysis of the clinical case and literature clearly demonstrates the need for differential diagnosis of granulomatous lesions of the iris.Analysis of the clinical case and literature clearly demonstrates the need for differential diagnosis of granulomatous lesions of the iris.