Perceived Parental and Peer Support in Relation to Canadian, Cuban, and Spanish Adolescents’ Valuing of Academics and Intrinsic Academic Motivation
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
The aim of this study was to explore possible parent and peer influences on adolescents’ valuing of academics and intrinsic academic motivation in cultures varying in traditional emphasis on the family unit (Cuba, Canada, and Spain). Perceived parent and peer support, parents’ expectations, and valuing of academics significantly predicted adolescents’ valuing of education and motivation. Spanish adolescents were less motivated than members of the other ethnic groups. The Spanish participants also reported lower perceived parental expectations than Chinese Canadians and less perceived peer support than did Cubans and Chinese Canadians. Perceived social support from same- and opposite-sex friends predicted adolescents’ valuing of academics and intrinsic motivation most strongly in the Canadian sample. Cuban parents’ perceived valuing of academics predicted adolescents’ intrinsic academic motivation more strongly than in the other cultures sampled.
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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 | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 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 it