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Facilitators, barriers, and enablers of social workers’ utilization of an evidence-based parenting program: An exploratory mixed-method study

2024· article· en· W4402550454 on OpenAlexaboutno aff
Tianyi Ma, Cassandra L. Tellegen, Matthew R. Sanders

Bibliographic record

VenueChildren and Youth Services Review · 2024
Typearticle
Languageen
FieldPsychology
TopicFamily and Disability Support Research
Canadian institutionsnot available
FundersARC Centre of Excellence for Children and Families over the Life Course
KeywordsExploratory researchPsychologySocial workApplied psychologyNursingSociologyMedicinePolitical scienceSocial science

Abstract

fetched live from OpenAlex

• Social workers play a critical role in delivering evidence-based parenting programs. • Knowing more about factors that influence social workers’ sustained delivery is needed. • This mixed-method study surveyed an international sample of 301 social workers. • Consistency between qualitative and quantitative findings was observed. • Qualitative findings provided more information on the most significant influencers. Social workers play a vital role in both the child welfare systems and the dissemination of evidence-based parenting programs aimed at reducing child maltreatment rates at scale. However, notable knowledge gap remains on factors influencing social workers’ program delivery. Using the Triple P – Positive Parenting Program as an example, the present study aims to investigate the facilitators (what aided the implementation), barriers (what hindered the implementation), and enablers (what changes would help implementation) of social workers’ implementation of an evidence-based parenting program. An international sample of 301 social workers trained in Triple P between 2012 and 2020 from six countries were included (i.e., U.S., Canada, Australia, New Zealand, UK, Denmark). A mixed-method approach was used which combined item-level regression analyses with quantitative and thematic analysis with qualitative data. Organizational/team/peer support and program resources were identified as strong themes in both quantitative and qualitative analyses. Engaging disadvantaged parents and online delivery were identified as a significant challenge for social workers in qualitative analysis. The findings of this study contribute to a better understanding of the factors influencing social workers’ implementation of parenting programs. Implications of the present findings were discussed.

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.

How this classification was reachedexpand

Full frame machine prediction

Teacher imitation

Not 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.

metaresearch head score (Codex)0.032
metaresearch head score (Gemma)0.019
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: Qualitative
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.032
Threshold uncertainty score0.168

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0320.019
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0010.002
Bibliometrics0.0030.002
Science and technology studies0.0030.001
Scholarly communication0.0030.002
Open science0.0010.003
Research integrity0.0010.001
Insufficient payload (model declined to judge)0.0030.000

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.

Opus teacher head0.093
GPT teacher head0.420
Teacher spread0.327 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

Machine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designQualitative
Domainnot available
GenreEmpirical

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".

Quick stats

Citations2
Published2024
Admission routes1
Has abstractyes

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