National University Zaporizhzhia Polytechnic

A FLEXIBLE ALGORITHM FOR DEVELOPING, EVALUATING, AND VISUALIZING NEURAL NETWORK MODELS FOR CLASSIFICATION TASKS

This paper considers an approach to the development, evaluation, and continued training of neural network models for two-dimensional classification tasks using visual analysis of the results. The developed software system enables dataset generation, neural network configuration,...

Molecular epidemiology and management of non-tuberculous mycobacteria isolated from patients in Ukraine, 2022–2024

Non-tuberculous mycobacteria (NTM) are increasingly recognized worldwide as significant causes of chronic pulmonary disease, particularly among individuals with underlying structural lung disorders or immunosuppression. However, data on the epidemiology and clinical management of...

War-Driven Transformation of Stationary Air Pollutant and Greenhouse Gas Emissions in Ukraine: Evidence from Official Statistics and Implications for CBAM and the National Emissions Trading System

Ukraine entered the definitive period of the EU Carbon Border Adjustment Mechanism (CBAM) in January 2026 as the largest exporter of CBAM-covered goods to the EU by physical volume, while its industrial base remains under direct wartime pressure. This study provides the first str...

Bacteriological profiling and antimicrobial resistance of combat-related infections: analysis of war wounds from Ukraine during 2024–2025

Combat-related wound infections in the Russo-Ukrainian war pose high morbidity due to the prevalence of multidrug-resistant (MDR) organisms. The aim of the study was to characterize pathogen distribution, antimicrobial resistance (AMR) dynamics, and risk factors (evacuation and s...