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Record W3189175647 · doi:10.22230/src.2021v12n1a387

Knowledge Translation Advancement at a Childhood Disability Research Centre: Report on a Five-Year Strategic Plan

2021· article· en· W3189175647 on OpenAlexaffvenue
Samantha Micsinszki, Rachel Teplicky, Dayle McCauley, Jan Willem Gorter, Michelle Phoenix

Bibliographic record

VenueScholarly and Research Communication · 2021
Typearticle
Languageen
FieldHealth Professions
TopicHealth Sciences Research and Education
Canadian institutionsHolland Bloorview Kids Rehabilitation HospitalMcMaster University
Fundersnot available
KeywordsPolitical scienceValuation (finance)HumanitiesSociologyBusinessPhilosophyAccounting

Abstract

fetched live from OpenAlex

Background: Knowledge translation (KT) can be challenging to do effectively. Capturing the progress of KT activities and their impact is critical, but few resources exist for research organizations to systematically evaluate these. A status update was completed to understand the progress of KT at a childhood disability research centre five years after a KT strategic plan was developed.Analysis: A survey was completed by researchers, trainees, and staff to report on their KT activities, rate the importance of six priority areas, and rate their satisfaction.Conclusion and implications: This article highlights examples of KT activities and provides recommendations for KT advancement in childhood disability research organizations. Contexte : L’application des connaissances (AC) peut être difficile de faire effectivement. L’évaluation du progrès et de l’impact des activités d’AC est essentielle, mais il existe peu de ressources qui peuvent soutenir les organisations de recherche souhaitant faire une évaluation systématique. Un rapport de situation a été complété pour mieux comprendre comment l’AC a été fait dans un centre de recherche pour les enfants en situation de handicap, cinq ans après qu’une stratégie d’AC ait été développée.Analyse : Un sondage a été rempli par les chercheurs, les étudiants, et le personnel au centre de recherche pour indiquer les activités d’AC réalisées et pour évaluer l’importance de six domaines prioritaires et leur satisfaction.Conclusion et implications : Cet article souligne des exemples d’activités d’AC et fourni des recommandations pour l’avancement de l’AC dans les organisations de recherche en réadaptation pédiatrique.

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 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)0.030
metaresearch head score (Gemma)0.006
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMetaresearch, Science and technology studies, Research integrity
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.198
Threshold uncertainty score0.999

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0300.006
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.002
Science and technology studies0.0070.001
Scholarly communication0.0000.001
Open science0.0010.001
Research integrity0.0000.004
Insufficient payload (model declined to judge)0.0010.001

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 head0.524
GPT teacher head0.583
Teacher spread0.060 · 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 teacher head, not a consensus.

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

Citations2
Published2021
Admission routes2
Has abstractyes

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