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Record W7037064327

Development and implementation of a knowledge translation strategy for early evidence-based rehabilitation for children with cerebral palsy

2024· dissertation· en· W7037064327 on OpenAlexfundno aff

Bibliographic record

VenueeScholarship@McGill (McGill) · 2024
Typedissertation
Languageen
FieldMedicine
TopicCerebral Palsy and Movement Disorders
Canadian institutionsnot available
FundersCanadian Institutes of Health ResearchKids Brain Health Network
KeywordsRehabilitationCerebral palsyKnowledge translationTranslation (biology)MEDLINE
DOInot available

Abstract

fetched live from OpenAlex

Background: Cerebral palsy (CP) is the most common childhood physical disability, imposing substantial costs on individuals and society.Early interventions that promote brain optimization and reorganization are vital for children with CP.Integrating early evidence-based practice (EBP) remains challenging but enhances functional outcomes.Methods: Following a scoping review methodology, databases were searched to identify studies examining the impact of knowledge translation (KT) strategies for pediatric CP interventions.Extraction included study characteristics, methodology, KT strategies, barriers, and facilitators.Numerical and inductive content analysis identified themes among KT strategies.A final stakeholder consultation to discuss the results was conducted.Results: This review included seventeen articles.Common outcomes included participant change in EBP knowledge and behaviour.Common barriers included a need for more resources, protected time, and funding.Most studies followed a multifaceted KT approach.Various KT strategies were used, primarily mentoring, workshops, case studies, and online tools.Interpretation: Results underscored the need for tailored KT strategies for implementing EBP for children with CP.Additionally, user-friendly KT tools and involving mentors to facilitate the intervention can haste EBP uptake.Successful adoption depends on challenges in healthcare settings.This study provides insights into current KT strategies for advancing best practices for children with CP. h IMPLICATIONS FOR REHABILITATION• Employing multifaceted knowledge translation strategies in a pediatric rehabilitation setting can support the adoption of evidence-based practices for children with cerebral palsy.• It is important to identify and address common barriers hindering the use of evidence-based practices in cerebral palsy rehabilitation in a specific context to tailor a knowledge translation strategy.• Having qualified rehabilitation professionals act as evidence-based practice leaders in a healthcare setting is crucial for promoting evidence-based practices among other professionals.

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)0.078
metaresearch head score (Gemma)0.130
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.078
Threshold uncertainty score0.411

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0780.130
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0030.002
Science and technology studies0.0040.001
Scholarly communication0.0070.005
Open science0.0030.010
Research integrity0.0030.004
Insufficient payload (model declined to judge)0.0090.002

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 head0.044
GPT teacher head0.319
Teacher spread0.274 · 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 designObservational
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

Citations0
Published2024
Admission routes1
Has abstractyes

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