The Dynamics of Changes in the Personal Resources of Pedagogy Students During COVID-19 Pandemic
Bibliographic record
Abstract
Introduction : The COVID-19 pandemic that started in March 2020 had a considerable impact on the functioning of higher education and the psychological wellbeing condition of students. Research Aim : The aim of the presented research is to describe the dynamics of changes in selected personal resources: experienced stress, mental well-being, mental resilience and satisfaction with studies of students of pedagogy, in the period before and during the COVID-19 pandemic. Method : Research studies were conducted among 337 students of education in three time periods: in the first quarter of 2019–122 students, then in the first phase of the pandemic in June 2020 – 91 students and in June 2021 – 124 people. The following research tools were used: the PPS-10 scale to measure stress, the WEMBS scale to assess mental well-being, the RS-14 scale to determine the psychological resilience, and the Academic Satisfaction questionnaire. Results : More than half of the surveyed students experienced a high level of stress. In 2019–2021, mental well-being remained stable, mental resilience decreased, and satisfaction with studies increased. As stress increases, there is a decline in mental resilience and mental well-being. Stress and mental resilience are significant predictors of the mental well-being of students. Conclusion : Almost 60 percent of the surveyed students of pedagogy had personal resources that allowed them to adequately adapt to a pandemic situation. The ability to deal with stress in a pandemic crisis plays a key role.
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How this classification was reachedexpand
Full frame distilled prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.002 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.001 | 0.000 |
Machine scores (provisional)
The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.
Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".