Linking Shyness With Social and School Adjustment in Early Childhood: The Moderating Role of Inhibitory Control
Bibliographic record
Abstract
Research Findings: The aim of the present study was to examine the moderating role of inhibitory control (IC) in the associations between shyness and young children’s social and school adjustment. Participants were 112 Italian children (M = 56.85 months, SD = 10.14) enrolled in preschool. Parents and teachers assessed child shyness and IC as well as indices of social and school adjustment. Children were interviewed to assess vocabulary. Results from hierarchical multiple regression analyses revealed several significant interaction effects between shyness and IC in the prediction of outcome variables. Follow-up simple slope analyses indicated that among children with higher levels of IC, shyness was negatively related to prosocial behavior and popularity. In contrast, among children with lower levels of IC, shyness was positively associated with regulated school behaviors. Practice or Policy: The findings provide evidence to suggest that the combination of shyness and IC may contribute to children’s behavioral rigidity, which in turn may promote social and school adjustment difficulties.
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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) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.000 | 0.001 |
| 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".