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Record W2171858758 · doi:10.2522/ptj.20070040

Practitioner and Organizational Barriers to Evidence-based Practice of Physical Therapists for People With Stroke

2007· article· en· W2171858758 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

VenuePhysical Therapy · 2007
Typearticle
Languageen
FieldHealth Professions
TopicHealth Sciences Research and Education
Canadian institutionsMcGill UniversityUniversity of Toronto
Fundersnot available
KeywordsPsychologyMedical educationPerceptionEvidence-based practiceWork (physics)Self-efficacyMedicineNursingAlternative medicineSocial psychology

Abstract

fetched live from OpenAlex

BACKGROUND AND PURPOSE: The purpose of this study was to identify practitioner barriers (education, attitudes and beliefs, interest and perceived role, and self-efficacy) and organizational barriers (perceived support and resources) to physical therapists' implementation of evidence-based practice (EBP) for people with stroke. SUBJECTS: The participants were 270 physical therapists providing services to people with stroke in Ontario, Canada. METHODS: A cross-sectional mail survey was conducted. RESULTS: Only half of respondents had learned the foundations of EBP in their academic preparation or received training in searching or appraising research literature. Although 78% agreed that research findings are useful, 55% agreed that a divide exists between research and practice. Almost all respondents were interested in learning EBP skills; however, 50% indicated that physical therapists should not be responsible for conducting literature reviews. Average self-efficacy ratings were between 50% and 80% for searching and appraising the literature and below 50% for critically appraising psychometric properties and understanding statistical analyses. Despite Internet access at work for 80% of respondents, only 8% were given protected work time to search and appraise the literature. DISCUSSION AND CONCLUSION: Lack of education, negative perceptions about research and physical therapists' role in EBP, and low self-efficacy to perform EBP activities represent barriers to implementing EBP for people with stroke that can be addressed through continuing education. Organizational provision of access to Web-based resources is likely insufficient to enhance research use by clinicians.

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)0.001
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: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.388
Threshold uncertainty score0.366

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.002
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.001
Science and technology studies0.0000.000
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 head0.084
GPT teacher head0.493
Teacher spread0.409 · 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