An attachment-based intervention for parents of adolescents at risk: mechanisms of change
Bibliographic record
Abstract
Mechanisms that account for treatment effects are poorly understood. The current study examined processes that may underlie treatment outcomes of an attachment-based intervention (Connect) for parents of pre-teens and teens with serious behavior problems. Parents (N = 540) in a non-randomized trial reported on their teen's functioning prior to and following treatment. Results confirmed significant decreases in parents' reports of teens' externalizing and internalizing symptoms, replicating prior evaluations of this program. Reductions in parents' reports of teen attachment avoidance were associated with decreases in externalizing symptoms, while reductions in parents' reports of teen attachment anxiety were associated with decreases in internalizing symptoms. Parents' reports of improved teen affect regulation were also associated with decreases in both internalizing and externalizing symptoms. Results were comparable across gender and for parents of teens with pre-treatment externalizing symptoms in the clinical versus sub-clinical range. A model of therapeutic change in attachment-based parenting programs is discussed.
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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 | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.003 | 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".