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Record W3000553636 · doi:10.1016/j.imr.2020.01.001

The regulation of complementary and alternative medicine professions in Ontario, Canada

2020· article· en· W3000553636 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

VenueIntegrative Medicine Research · 2020
Typearticle
Languageen
FieldMedicine
TopicComplementary and Alternative Medicine Studies
Canadian institutionsMcMaster UniversityImpact
Fundersnot available
KeywordsAlternative medicineTraditional medicineFamily medicineMedicinePathology

Abstract

fetched live from OpenAlex

BACKGROUND: This paper explains the regulation of complementary and alternative medicine (CAM) health professions, through the comparison of four distinct examples in Ontario, Canada including: chiropractors, naturopaths, homeopaths, and traditional Chinese medicine (TCM) practitioners. METHODS: This study analyzes the agenda setting and formulation stage of the policy process. In other words, it explores what happened between stakeholders before each of these CAM professions achieved regulation. Alford's model of dominant, challenging and repressed structured interests (DSIs, CSIs, and RSIs respectively) is used to describe the competition between various players within the healthcare system and their position in the health policy process. RESULTS: All four CAM professions have existed as a RSI at some point in their history, however, over the last century has sought to align themselves with various (or even become) challenging structural interests (CSIs) in order to be recognized as a regulated health profession. Dominant structural interests (DSIs), particularly the medical profession, initially largely ignored these professions' practices, unless sufficient public support of CAM practitioners' therapies warranted them to consider the need to regulate them. CONCLUSION: Unregulated CAM professions may increase their likelihood of becoming regulated if they: (1) gain popularity/strong support from patients or the general public, (2) organize themselves sufficiently that they pose a direct threat to one or more scopes of practice desirable by the DSIs and/or (3) are willing to adopt standards in education, training, and ethics that may [initially] reduce their scope of practice or profession's membership or slow their profession's growth.

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 categoriesInsufficient payload (model declined to judge)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.183
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.002
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0000.001
Science and technology studies0.0000.002
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.001
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 head0.233
GPT teacher head0.456
Teacher spread0.222 · 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