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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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The Fear of COVID-19 Scale: Its Structure and Measurement Invariance Across 48 Countries

Psychological Assessment. 2022. Vol. 34. No. 3. P. 294–310.
Sawicki A., Żemojtel-Piotrowska M., Balcerowska J., Sawicka M., Piotrowski J., Sedikides C., Jonason P., Maltby J., Adamovic M., Agada A. G., Ahmed O., Al-Shawaf L., Appiah S. C., Ardi R., Babakr Z. H., Bălțătescu S., Bonato M., Cowden R., Chobthamkit P., De Pretto L., Gouveia V., Haretche C., Iliško D., Aruta J. J., Jia F., Jovanović V., Jukić T., Kamble S., Khachatryan N., Klicperova-Baker M., Koralov M., Kovacs M., Kretchner M., Fernandez A. L., Liik K., Malik N. I., Malysheva K., Moon C., Muehlbacher S., Nartova-Bochaver S. K., Torres-Marín J., Özsoy E., Park J., Piccinelli E., Ramos-Diaz J., Riđić O., Samekin A., Starc A., Trà K. T., Tomsik R., Umeh C., Wills-Herrera E., Wlodarczyk A., Vally Z., Zand S.

COVID-19 has been a source of fear around the world. We asked whether the measurement of this fear is trustworthy and comparable across countries. In particular, we explored the measurement invariance and cross-cultural replicability of the widely-used Fear of COVID-19 scale (FCV-19S), testing community samples from 48 countries (N = 14,558). The findings indicate that the FCV-19S has a somewhat problematic structure, yet the one-factor solution is replicable across cultural contexts and could be used in studies that compare people who vary on gender and educational level. The validity of the scale is supported by a consistent pattern of positive correlations with perceived stress and general anxiety. However, given the unclear structure of the FCV-19S, we recommend using latent factor scores, instead of raw scores, especially in cross-cultural comparisons. 

Research target: Psychology
Language: English
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Keywords: measurement invariancecross-cultural studiescoronavirusfear of COVID
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