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Record W4402438798 · doi:10.1080/10790268.2024.2391595

Professionals’ knowledge, skills and confidence on using the best practices for spinal cord injury physical activity counseling in Canada and the Netherlands

2024· article· en· W4402438798 on OpenAlexafffundabout
Laura S. Kuipers, Trynke Hoekstra

Bibliographic record

VenueJournal of Spinal Cord Medicine · 2024
Typearticle
Languageen
FieldMedicine
TopicSpinal Cord Injury Research
Canadian institutionsInternational Collaboration On Repair DiscoveriesUniversity of British Columbia, Okanagan CampusUniversity of British Columbia
FundersMichael Smith Health Research BCCraig H. Neilsen Foundation
KeywordsMedicineSpinal cord injuryPhysical therapyNursingFamily medicinePhysical medicine and rehabilitationSpinal cordPsychiatry

Abstract

fetched live from OpenAlex

Context To improve physical activity (PA) participation in people with spinal cord injury (SCI), an international panel co-created theory- and evidence-based best practices for SCI PA counseling. This study aimed to identify and compare Canadian and Dutch counselors’ knowledge, skills, and confidence in using these best practices.Methods An online survey was conducted in Canada and the Netherlands. Respondents were included if they worked or volunteered as exercise/lifestyle counselor, recreation therapist, physiotherapist, occupational therapist, or peer mentor and were planning to provide counseling in the next 12 months. Chi-square tests, t-tests and linear regression analyses were used to compare groups.Results Canadian (n = 45) and Dutch respondents (n = 41) had different expertise, with the majority of Canadians working as therapeutic recreation therapist and the majority of Dutch respondents working as PA/lifestyle counselor. In both countries, respondents scored relatively high on their knowledge, skills, and confidence in using the best practices on how to have a conversation and what to discuss during a conversation. Dutch respondents scored slightly higher in their confidence for using best practices about building rapport, motivational interviewing, and tailoring the support (p = 0.05).Conclusions The generally high counseling skills reported by Canadian and Dutch respondents may be due to the history of SCI-specific PA promotion projects conducted in both countries. These survey findings were used to inform the development of evidence-based training modules on SCI PA counseling. This study may inspire cross-country collaboration and exchange to optimize the organization and delivery of PA counseling services for adults with SCI.

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)0.002
metaresearch head score (Gemma)0.009
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: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.026
Threshold uncertainty score0.188

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0020.009
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.003
Science and technology studies0.0030.001
Scholarly communication0.0030.001
Open science0.0010.001
Research integrity0.0000.001
Insufficient payload (model declined to judge)0.0030.000

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 head0.107
GPT teacher head0.496
Teacher spread0.389 · 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 routes3
Has abstractyes

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