An international exploratory investigation of students’ perceptions of stressful life events: Results from Greece, Cyprus, and the United States
Bibliographic record
Abstract
The present exploratory study examined student perceptions of the stressfulness and incidence of life events across three countries—Greece, Cyprus and the United States. The participants include 378 6th-grade elementary school students. Students in the United States completed the ‘What Do You Think?’ questionnaire and its translated Greek form ‘Esy Ti Pistevis?’ in Greece and Cyprus to share their perceptions of stressful life events. Marked cross-cultural similarities were revealed regarding the life events students reported as most stressful. Events reported as most stressful included those that signified personal and irreversible loss, such as losing a parent, going blind, and academic retention. In addition, events characterized as socially taboo (e.g. being caught in theft, wetting in class), and poor academic performance (e.g. getting a poor report card) were also stressful for most children cross-culturally. These same events were the least common experienced among the students surveyed in the study. The results and limitations of this study are discussed.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.001 | 0.000 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.000 | 0.000 |
| 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 source (direct Gemma or distilled Codex), 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".