Parental Attitudinal and Behavioral Change Associated With Prevention-Focused Parenting Education: An Interpretive Description
Bibliographic record
Abstract
Prevention-focused parenting education programs (P-FPEPs) provide knowledge and support to parents to strengthen parent-child relationships, enhance parental and family well-being, and promote healthy child development. The positive impact of such programs on child health and development is well documented. Yet, how P-FPEPs influence parents remains unclear. The objective of this study was to explore parental perceptions of changes associated with participation in a P-FPEP. We analyzed data using interpretive description with qualitative responses from 459 parents who participated in nine different P-FPEPs in a large Canadian city. Participation in a P-FPEP changed parents' relationships with themselves, their children, their partners, and their community. Participants' relationship with themselves as parents changed as they recognized the value of self-care without guilt, gained knowledge of typical child development, and developed greater confidence in their parenting. Positive changes in participants' relationships with their children were facilitated by better understanding the perspective of the child, improving communication, feeling more connected to their child, and changing parenting behavior. For many participants, the relationship with their partner improved when they learned about different parenting styles and began communicating more openly. Participants' relationships with the larger community were strengthened as they experienced a sense of normalization of their parenting experiences, developed connections with other parents, and learned about community resources. Independent of any specific program curriculum or structure, change associated with P-FPEPs focused on how a shift in understanding and attitudes changed relationships and consequently changed parenting behavior.
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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 | 0.009 | 0.016 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.002 | 0.004 |
| Scholarly communication | 0.002 | 0.001 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.001 | 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".