The role of adolescents' perceived parental psychological control in the links between shyness and socio‐emotional adjustment among youth
Bibliographic record
Abstract
The goal of this study was to explore the moderating role of perceived parental psychological control in the links between shyness and socio-emotional adjustment in Chinese adolescents. Participants were N = 462 Grade 7 and 8 Chinese adolescents (246 boys, Mage = 13.42 years, SD = 8 months) recruited from four randomly selected public schools in Shanghai, People's Republic of China. Participants completed peer assessment measures of shyness and peer victimization, sociometric nominations of peer rejection, and self-report measures of loneliness, depression, and perceived parental psychological control. Among the results, shyness was positively associated with loneliness, depressive symptoms, and peer rejection among adolescents who perceived their parents as higher in psychological control, but no significant associations were found among adolescents who perceived lower levels of parental psychological control. Results are discussed in terms of the implications of parenting practices perpetuating adjustment problems among shy adolescents in urban China.
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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 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.001 | 0.000 |
| Open science | 0.000 | 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 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".