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News
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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Is It Possible to Predict a Citys Life Based on the Shape of Its Neighbourhoods?
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Detached or Interventionist? Comparing the Performance of Watchdog Journalism in Transitional, Advanced and Non-democratic Countries

International Journal of Press/Politics. 2020. Vol. 25. No. 1. P. 53–75.
Márquez-Ramírez M., Mellado C., Humanes M. L., Amado A., Beck D., Davydov S. G., Mick J., Mothes C., Olivera D., Panagiotu N., Roses S., Silke H., Sparks C., Stępińska A., Szabó G., Tandoc Jr. E., Wang H.

This study proposes the interventionist and the detached orientations to watchdog journalism through the conceptual lens of journalistic role performance. Based on a content analysis of 33,640 news stories from sixty-four media outlets in eighteen countries, we measure and compare both orientations across different countries using three performative aspects of monitoring: intensity of scrutiny, voice of the scrutiny, and source of the event. Our findings show that the interventionist approach of watchdog journalism is more likely to be found in democracies with traditionally partisan and opinion-oriented journalistic cultures or experiencing sociopolitical crises. In turn, the detached orientation predominates in democracies with journalistic traditions associated to objectivity. Although both orientations have a lower presence in transitional democracies, the detached watchdog prevails, while in non-democratic countries the watchdog role is almost absent. Our results also reveal that structural contexts of undemocratic political regimes and restricted press freedom are key definers of watchdog role performance overall. However, the type of political regime is actually more important—and in fact the most important predictor—for detached than for interventionist reporting.

Research target: Sociology (including Demography and Anthropology Media and Communications Philology and Linguistics
Priority areas: sociology humanitarian
Language: English
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Keywords: журналистикасравнительные исследованияjournalismcomparative studieswatchdog rolejournalistic performanceprofessional rolesсторожевой пёспрофессиональные ролижурналистские роли
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