Adolescent-parent attachment: Bonds that support healthy development
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
Adolescence is characterized by significant neurological, cognitive and sociopsychological development. With the advance of adolescence, the amount of time spent with parents typically drops while time spent with peers increases considerably. Nonetheless, parents continue to play a key role in influencing their adolescent's development. Adolescent-parent attachment has profound effects on cognitive, social and emotional functioning. Secure attachment is associated with less engagement in high risk behaviours, fewer mental health problems, and enhanced social skills and coping strategies. The present article provides a brief synopsis of the changes that occur during adolescence and describes what attachment is, why it continues to be important and how it is transformed during adolescence. It summarizes major findings on the impact of attachment on adolescent adjustment and discusses strategies for supporting healthy adolescent-parent attachment.
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 | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.001 | 0.002 |
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