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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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Reflection prompts are not promising: a randomised controlled trial in a short MOOC shows no positive effects

Open Learning. 2026. Vol. 41. No. 2. P. 228–244.
Kapuza A., Andriasian Lilit

This study investigates the effectiveness of brief reflection interventions designed to support self-regulated learning in a short, Massive Open Online Course for in-service teachers. Two types of text-based reflection prompts were tested in a randomised controlled trial with over 5,000 participants. Learners were randomly assigned to one of three groups: (1) directed prompts focused on specific self-regulated learning strategies, (2) generic prompts promoting general reflection, and (3) a control group with no prompts. The study examined four outcome variables: pages completed, course completion rate, test attempts, and highest test score. No statistically significant differences were found between the experimental and control groups across any of the outcomes. Additionally, small negative effects were observed among learners with initially high self-regulated learning skills, contrary to expectations of a ‘Matthew effect’. These findings suggest that brief, one-time text-based reflection prompts may be insufficient to improve engagement or performance in short online courses, highlighting the need for more sustained, adaptive, and interactive SRL interventions in MOOC settings.

Research target: Education
Language: English
DOI
Text on another site
Keywords: reflectionexperimental designMOOCsonline educationself-regulated learningRCT
Publication based on the results of:
Using digital traces to study learners' behavioral strategies (2025)
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