A national implementation of a community-based intervention for mothers experiencing violence in relationships.
Bibliographic record
Abstract
Interpersonal violence is a significant concern for families; thus interventions to support vulnerable mothers and children experiencing violence are essential. The purpose of this study was to present preliminary evaluation results from the national dissemination of an interpersonal violence intervention for mothers delivered in community-based programs across Canada. In 18 communities, 184 mothers participated in the intervention. Mothers reported on measures related to the self, relationships, parenting, and knowledge of community services, both before and after the intervention. Mothers comprised a high-risk, vulnerable population. Results indicated feasibility and acceptability, based on a high proportion of intervention completers and high levels of satisfaction. Women reported improvements in self-esteem, self-efficacy, relationship capacity, parenting stress, knowledge of community services, and understanding of relevant concepts compared to before the intervention (with small to medium effects). Additional analyses supported some of these findings as particularly robust. We discuss the importance of community-based projects in reaching diverse families, sustaining engagement with high levels of satisfaction, and supporting mothers in making changes relating to themselves, their relationships, and their parenting. (PsycInfo Database Record (c) 2021 APA, all rights reserved).
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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 | 0.005 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.002 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.002 |
| 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".