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Record W2147429816 · doi:10.1080/01443610802355965

Evaluation of a knowledge translation initiative for physical therapists treating patients with work disability

2008· article· en· W2147429816 on OpenAlexaff
Douglas P. Gross, Audrey Lowe

Bibliographic record

VenueDisability and Rehabilitation · 2008
Typearticle
Languageen
FieldMedicine
TopicMusculoskeletal pain and rehabilitation
Canadian institutionsUniversity of Alberta
Fundersnot available
KeywordsKnowledge translationWork (physics)PsychologyPhysical therapyMedicinePhysical medicine and rehabilitationMedical educationComputer scienceKnowledge managementEngineering

Abstract

fetched live from OpenAlex

PURPOSE: We evaluated a knowledge translation and exchange (KTE) initiative aimed at providing physical therapists with best practice information regarding work disability prevention. METHOD: The KTE initiative involved dissemination of a best practice resource guide for work disability prevention, creation of a network of peer-selected educationally influential clinicians, province-wide seminars for practicing clinicians, and use of the resources in an academic training curriculum. Evaluation included email surveys of clinician practice patterns and exposure to the KTE initiative. We also evaluated the impact of the KTE on community physical therapy workers' compensation outcomes. RESULTS: 241 and 164 clinicians responded to the baseline and follow-up email surveys, respectively. Clinicians reported a wide range of years in practice (0-30+ years) and practice settings although the majority worked in private clinics (approximately 61%). Approximately 80% of the follow-up sample reported some exposure to the KTE initiative. Few differences were observed in reported practice patterns between survey periods. Compensation outcomes improved slightly after KTE (68 versus 70% off benefits) however, this effect was confounded by proportion of claimants with sprain/strain injury. CONCLUSIONS: Implementation of a KTE initiative appears to have had little impact on the clinical practice or outcomes. Future interventions for rehabilitation professionals should consider the organisational culture of the settings in which they practice, which may be a barrier or facilitator of research uptake.

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)0.002
metaresearch head score (Gemma)0.002
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 score0.121
Threshold uncertainty score0.738

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0020.002
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.002
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0000.000

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 head0.052
GPT teacher head0.339
Teacher spread0.287 · 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.

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

Citations53
Published2008
Admission routes1
Has abstractyes

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