Exploring the Role of Play Behaviors in the Links between Preschoolers’ Shyness and Teacher-Child Relationships
Bibliographic record
Abstract
Research Findings: The goal of this study was to investigate the role of play behaviors in the links between child shyness and teacher-child relationship quality in preschool. Participants were 212 (102 girls) young children (M = 58.32 months, SD = 10.72) recruited from 10 classrooms in three preschools in central Italy. Parents evaluated children’s shyness and teachers rated their relationships with children as well as play behaviors at preschools. Results from path analysis showed that shyness predicted the display of reticent behaviors (onlooking, unoccupied), which in turn, was associated with dependent teacher-child relationships. Shyness also predicted less social play, which in turn was related to less closeness with teachers. Practice or Policy: The findings provide evidence of the role of social play in impacting the quality of teacher relationships with shy preschool children. Teachers’ understanding that children’s characteristics may influence the quality of teacher-child relationships could be part of teacher training at preschool.
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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 | 0.003 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.001 | 0.000 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.002 | 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".