Teachers’ Strategies for Helping Shy Students: Findings from a National Survey in Norway
Bibliographic record
Abstract
The goals of this study were to investigate strategies that teachers may use to help students with their shyness at school and to explore potential effects of demographic variables (i.e., teacher experience, class size, grade level) on teachers’ strategies. Participants were a national sample of N = 275 teachers (from 230 elementary schools) in Norway, who reported their frequency of use of different strategies and rated their perceived effectiveness for helping shy students across four domains: (1) encouraging oral participation; (2) promoting social relationships; (3) reducing anxiety; and (4) whole-class strategies. Across domains, common themes included teachers’ sensitivity to individual shy students, reduction of stress associated with novel situations, involving peers, focus on social skills, and building trusting relationships with shy students. Demographic variables had only limited effects on strategy use/effectiveness. Findings are discussed in relation to previous theory and research related to teachers’ strategies for assisting shy students at school.
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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 | 0.012 | 0.007 |
| 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 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.001 | 0.000 |
| 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 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".