Differential effects of maternal‐ and paternal‐adolescent attachments on friendship security and intimacy
Bibliographic record
Abstract
The present study examined the differential contributions of adolescent-reported maternal and paternal attachment anxiety and avoidance on friendship security and intimacy. Participants were 776 Canadian adolescents between the ages of 13 and 19 years (M = 15.18, SD = 1.58) who provided ratings of their perceived attachment avoidance and anxiety towards their mothers and fathers and responded to measures of friendship security and intimacy. Findings showed that maternal and paternal attachment avoidance and not anxiety negatively predicted friendship security. Moreover, maternal attachment avoidance was negatively associated with friendship intimacy. Multigroup analyses showed that security was negatively predicted by maternal anxious attachment for junior high school boys and girls. Additionally, paternal avoidant attachment was negatively associated with friendship intimacy for junior high school boys and girls. These findings highlight the unique effects associated with maternal and paternal attachment on specific friendship features and underscore the importance of the role of fathers in adolescence.
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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 | 0.000 | 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 | 0.000 |
| 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".