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May 25, 2026
HSE Scientists Train Neural Network to 'Hear' Faults in Electric Motors
Researchers at the AI and Digital Science Institute of the HSE Faculty of Computer Science have developed a new method—the Signature-Guided Data Augmentation (SGDA) framework—that achieves 99% accuracy in motor fault detection and 86% accuracy in fault classification. The application of this approach can reduce industrial equipment repair costs, minimise downtime, and improve production safety. The study results have been published in Engineering Applications of Artificial Intelligence.
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May 25, 2026
Is It Possible to Predict a Citys Life Based on the Shape of Its Neighbourhoods?
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Обращения в государственные и частные медицинские организации: выбор пациентов

Народонаселение. 2023. Т. 26. № 2. С. 139–152.
Davitadze A., Aleksandrova E.

Healthcare system in Russia lets patients choose where they want to get medical services: at public or private healthcare facilities. This choice may depend on several factors. According to Andersen’s healthcare utilization model, these factors can be divided into three groups: predisposing, enabling and need factors. The purpose of this study is to identify factors determining patient choice between public and private healthcare providers in Russia. Statistical and regression analysis was carried out using 2019 Rosstat data. We found that men and people from older age groups were more likely to attend public facilities, while people with higher education, employed and living in larger cities were more likely to attend private clinics. Higher income, having supplemental health insurance, and receiving medical services outside one’s city were associated with an increase in probability of using private healthcare providers. Analysis of need factors showed that worse health in individuals was associated with increased probability of choosing private medical organizations, whereas disability was associated with decreased probability of making the same choice.

Language: Russian
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Keywords: частные медицинские организациипотребительский выборсистема здравоохранениявыбор пациентаpatient choicehealthcare systemconsumer choiceAndersen modelpublic healthcare facilitiesprivate healthcare facilitiesмодель Андерсенагосударственные медицинские организации
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