Social withdrawal and maladjustment in a very group-oriented society
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
Elementary-school children in Cuba and Canada participated in measures of loneliness, sociometric status, friendship, aggression, and social withdrawal. Withdrawal was associated with loneliness in the Cuban data from both cohorts, Grade 4 and Grade 6. In the Canadian data, withdrawal was only linked to loneliness in Grade 6. In contrast with North American data, aggression was a significant correlate of loneliness in the Cuban data from both cohorts. Social withdrawal was more strongly linked with loneliness in a Grade 6 cohort than among children in Grade 4. Especially in the Cuban Grade 6 data, there was considerable evidence that peer acceptance/rejection mediates the link between problematic social withdrawal and loneliness. These data are interpreted in light of the known functions of the peer group in Cuban society in regulating social behaviours that may be interpreted as not participating in the collective group or undermining its behavioural norms.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
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 | 0.000 | 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 | 0.000 |
| 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