Early Parent Training to Prevent Disruptive Behavior Problems and Delinquency in Children
Bibliographic record
Abstract
Early forms of disruptive behaviors in children often leading to juvenile delinquency are associated with poor parenting skills. Thus early intervention programs targeting parenting skills may have an important impact on disruptive behaviors in children. The objective of this review was to assess the impact of early parenting and home visitation programs on behavior problems and delinquency in children. Selected trials were identified using electronic databases and relevant reviews. The following selection criteria were used: (1) the intervention involved the provision of parent training to families with a child under age 3, and (2) the design was a randomized or quasi-experimental trial. Overall, of the seven trials identified, only three reported some beneficial effects on disruptive behavior or delinquency. Due to the limited number of adequately designed studies, caution is recommended in the interpretation of available results. Numerous well-designed early prevention experiments specifically targeting disruptive behaviors and delinquency should be initiated.
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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 | 0.002 | 0.007 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.002 | 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".