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Updated: Jun 25, 2026

Artificial Intelligence-Based System for Detecting Attention Levels in Students
Published on: December 15, 2023
Active breaks as a physical education strategy to develop attention, concentration and attentional variability in
José Luis Ubago-Jiménez1, Gabriel González-Valero1, Félix Zurita-Ortega1
1Department of Didactics of Musical, Artistic and Corporal Expression, University of Granada, Granada, 18071, Spain.
Background:
Active breaks are an effective tool for introducing physical activity into the classroom and improving students' physical and mental health. This study aims (a) to evaluate changes in attention, concentration and attentional stability levels before and after the implementation of an intervention programme based on active breaks and (b) to analyse the associative relationships between attention, concentration and attentional stability before and after the intervention using a repeated-measures path analysis model.
Method:
This is a quasi-experimental study with a single-group pre-test and post-test design without a control group. The sample consisted of 224 university students (20.57 ± 2.07). The d2 Attention Test was used to measure overall effectiveness, concentration, and attentional variability. The intervention lasted 15 weeks and included a weekly 10-minute active break during theory classes with physical-cognitive activities, choreographed boxing, and movement games.
Results:
Findings showed improvements in attention, concentration and attentional stability following the intervention. The path analysis model also revealed strengthened associations between concentration, attentional stability and overall effectiveness after the intervention, alongside changes in the reciprocal relationship between concentration and attentional variability.
Conclusions:
Active breaks may represent a promising strategy in initial teacher training to optimize cognitive efficiency and promote more autonomous cognitive functioning.
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