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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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Терапевтический поворот на пути российской молодежи: факторы обращения за психотерапевтической помощью

Социологические исследования. 2025. № 3. С. 90–104.
Lukina A., Bochkor A.

The article explores factors that determine engagement of contemporary Russian youth with institutionalized psychological care as both a consequence and evidence of a therapeutic turn in the Russian context. The research is empirically based on a longitudinal cohort study “Trajectories in education and profession” (N=3324). The findings reveal that young people in Russia generally hold positive attitudes towards professional psychological assistance. Moreover, seeking help from psychotherapists is more prevalent among this age group compared to the general Russian population. Using binary logistic regression modeling, we explore four categories of factors related to the appeal of young people to professional psychological assistance: socio-demographic and personal factors, social support and trust in psychotherapy. We demonstrate that several factors influence the decision of young people to embark on professional psychological care. Among the positive predictors are female gender, absence of children and a marital partner, as well as higher social background measured by both individual and parental educational level. Inclination towards individual coping strategies tends to lower the chances of possessing psychotherapeutic experience. In contrast, internal locus of control, as well as a high level of stress positively contribute to decisions to involve in psychotherapeutic sessions. In terms of attitudes towards psychological care, those who either do not believe in therapy or are not able to form a particular opinion in its regard tend to have lower chances to engage in psychotherapy. This research contributes to the understanding of the unique dynamics of the therapeutic turn in Russia, offering insights into the key barriers and motivators shaping young people’s decisions to seek psychological help.

Research target: Sociology (including Demography and Anthropology Psychology
Language: Russian
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Keywords: психотерапияроссийская молодежьpsychotherapyRussian youthтерапевтическая культураtherapeutic culturetherapeutic turnтерапевтический поворот
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