Diversity in practitioners' perspectives on the implementation of the evidence‐based Triple P—Positive Parenting Program
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
Abstract Evidence‐based programs (EBPs) have the potential to improve the well‐being of families and children, but do not necessarily produce the expected outcomes when implemented in real‐world settings. It thus appears essential to consider the factors that can impact the implementation process, especially those related to the practitioners who deliver these programs. This study aimed to identify and describe common patterns in practitioners' experience of the implementation of an EBP. To this end, six focus groups were conducted with 38 practitioners from the health, social and education sectors, 1 year after they had received training in the evidence‐based Triple P—Positive Parenting Program. An in‐depth analysis of the content of these interviews revealed a diversity in the practitioners' experience of the implementation of Triple P. Three distinct types of discourse regarding the implementation process, labelled ‘conviction’, ‘mastering’ and ‘estrangement’ discourse, were identified. Motivational theories were used to understand the interaction between the factors that appeared to be key elements differentiating the discourses in this typology (i.e., practitioners' attitudes, perceived organisational support, self‐efficacy and level of program use). This study highlights the dynamic nature of the implementation process, and shows that a negative initial position towards a new EBP can change over time, given the appropriate organisational conditions.
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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 | 0.004 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.003 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.002 |
| 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