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Record W2535906841 · doi:10.15453/2168-6408.1196

Knowledge translation and occupational therapy: A survey of Canadian university programs

2016· article· en· W2535906841 on OpenAlex
Heidi Cramm, Blair Short, Catherine Donnelly

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

VenueThe Open Journal of Occupational Therapy · 2016
Typearticle
Languageen
FieldHealth Professions
TopicOccupational Therapy Practice and Research
Canadian institutionsQueen's University
Fundersnot available
KeywordsOccupational therapyKnowledge translationMedical educationDescriptive statisticsMedicinePsychologyKnowledge managementPhysical therapy

Abstract

fetched live from OpenAlex

While Canadian occupational therapy recognizes knowledge translation (KT) as essential to clinical interactions, there has been little attention paid to KT activity in education and research. The objective of this study was to identify the nature of KT activities in which Canadian occupational therapy faculty engage. An electronic survey was sent to faculty at 14 Canadian occupational therapy programs to explore the nature of KT activities, including research, education, strategies, evaluation, and barriers and facilitators. Descriptive statistics were used to analyze the data. Results show that faculty engage in a range of KT activities, with conferences and peer-reviewed publications being the most common. Faculty collaborate frequently with researchers at their institutions and favor both integrated and end-of-grant KT. Collaboration and personal interest were identified as facilitators; time and funding were seen as barriers. Understanding the profile of KT activity across universities creates opportunities for developing institutional and pan-Canadian plans to enhance KT training and capacity.

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)0.005
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.303
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0050.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.001
Science and technology studies0.0010.000
Scholarly communication0.0000.001
Open science0.0010.000
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 head0.629
GPT teacher head0.529
Teacher spread0.101 · 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