MétaCan
Menu
Back to cohort
Record W2078241540 · doi:10.1177/1084822311429563

How Can Massage Therapy Move Forward? Registered Massage Therapists Touch on Key Points Shaping Their Profession in British Columbia, Canada

2012· article· en· W2078241540 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

VenueHome Health Care Management & Practice · 2012
Typearticle
Languageen
FieldMedicine
TopicComplementary and Alternative Medicine Studies
Canadian institutionsSimon Fraser UniversityUniversity of British Columbia
Fundersnot available
KeywordsMassageRehabilitationHealth carePromotion (chess)NursingPerspective (graphical)MedicineMedical educationPsychologyAlternative medicinePhysical therapyPolitical scienceComputer science

Abstract

fetched live from OpenAlex

Registered Massage Therapists (RMTs) are valuable members of the health care team who assist in creating positive outcomes in health promotion, disease prevention, and rehabilitation. This article explores RMTs’ views regarding the status and future of their profession in British Columbia, Canada. It highlights, for the first time, key issues for advancing the profession from their perspective. RMTs believe increased recognition for their roles in health care would enhance their careers. They note that research on the beneficial aspects of MT and communication of these benefits to other health care professionals, particularly MDs, and the general public, would also help. Some noted that increasing their work within interdisciplinary health care teams, particularly inside publicly funded health care, would elevate the status of their profession. Finally, RMTs discussed their desire to gain recognition of their rigorous education programs by earning degrees instead of diplomas. However, significant barriers to these aspirations exist.

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)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMeta-epidemiology (narrow)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.548
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.001
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 head0.046
GPT teacher head0.334
Teacher spread0.288 · 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