Collaborative Problem Solving reduces children's emotional and behavioral difficulties and parenting stress: Two key mechanisms
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
OBJECTIVES: This study aimed to evaluate the effectiveness of the Collaborative Problem Solving (CPS) approach in home-based family therapy and to explore two hypothesized mechanisms of change. METHOD: Sixty-seven families with children aged 3-12 years old completed a 12-week home-based CPS treatment program. Parent-report measures were completed pre- and post-intervention, including measures on parents' fidelity of using CPS, parents' empathy, children's executive functioning, children's behavioral difficulties, and parenting stress. RESULTS: There were significant reductions in children's behavioral difficulties and parenting stress, and significant improvements in children's executive functioning and parents' empathy. These improvements were greatest for parents who had the greatest fidelity to CPS. Improvements in children's executive functioning and parents' empathy mediated the relationship between parents' CPS fidelity and outcomes. CONCLUSIONS: These results provide evidence that home-based family treatment with CPS may achieve positive child and family outcomes by building children's executive function skills and improving parents' empathy.
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 | 0.002 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 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) | 0.000 | 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