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Record W2157977769 · doi:10.1002/car.2262

Factors Influencing the Uptake of Research Evidence in Child Welfare: A Synthesis of Findings from Australia, Canada and Ireland

2013· article· en· W2157977769 on OpenAlex

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.

affAt least one author lists a Canadian institution in the pinned OpenAlex snapshot.
aboutThe title or abstract carries a Canadian signal from the geographic lexicon.

Bibliographic record

VenueChild Abuse Review · 2013
Typearticle
Languageen
FieldSocial Sciences
TopicSocial Work Education and Practice
Canadian institutionsMcMaster UniversityCarleton UniversityPublic Health Agency of Canada
Fundersnot available
KeywordsContext (archaeology)ProcurementPublic relationsWelfareIntervention (counseling)PoliticsPolitical scienceSociologyMedicineBusinessNursingMarketingLaw

Abstract

fetched live from OpenAlex

This paper draws on three studies conducted in Australia, Canada and Ireland which explore the factors influencing research utilisation in the child protection sector in each country. The paper recognises that research uptake is complicated by a number of factors. It also acknowledges critiques which cite the equally significant influence of ideologies, context, unpredictability, time constraints and political expediency. However, all three studies recognised the increasing importance of evidence‐based practice. The methods used in the three studies were not identical but the frameworks used were sufficiently similar to enable the classification of both common and dissimilar barriers and facilitators to research use. Those which they identified were categorised into four types: individual, organisational, environmental and characteristics relating to the nature of research material. Implications were identified for policy makers, service providers and research producers. The point was made that we now live in a period where unprecedented means of knowledge transfer and exchange provide unique opportunities to improve the lives of children and families. Copyright © 2013 John Wiley & Sons, Ltd. ‘All three studies recognised the increasing importance of evidence‐based practice’ Key Practitioner Messages Avail of opportunities to attend learning events. Draw on research findings when conducting assessments, writing reports, devising intervention plans, evaluating programmes and tendering for funding. Establish links with research centres. Become involved in the conduct of research. Support colleagues (champions) who display particular interest and motivation in the use of research evidence by recognising and/or rewarding effort. Avail of opportunities to undertake further study that includes a research component. ‘Establish links with research centres’

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.

Full frame distilled prediction

Teacher imitation

Not 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.

metaresearch head score (Codex)0.002
metaresearch head score (Gemma)0.007
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesInsufficient payload (model declined to judge)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.210
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0020.007
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.001
Science and technology studies0.0010.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0010.000

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 head0.126
GPT teacher head0.397
Teacher spread0.272 · 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