Attachment Style With Mother, Father, Best Friend, and Romantic Partner During Adolescence
Bibliographic record
Abstract
Self‐reported attachment styles with mother, father, best friend, and romantic partner were assessed longitudinally across adolescence. Three cohorts (ages 13, 16, and 19 years; N=373) from a community sample were followed across 2 years. There was only one change in attachment styles with age: the oldest adolescents were more dismissive than the younger. Adolescents were more secure with mother than with father, and most dismissive and fearful with father. Boys were more dismissing than girls, who were more fearful with a romantic partner (n=158). Across time, attachment insecurity with father was associated with insecurity with a best friend. Attachment insecurity with a romantic partner was associated primarily with insecurity with friend, but changes over time tended to be associated with insecurity with mother. Results support the view of a differentiated hierarchy of attachment figures in adolescence, with the quality of parental attachment contributing to close extra‐familial relationships.
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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 | 0.001 | 0.000 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.001 | 0.000 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.001 | 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".