Medical Pluralism and the State: Regulatory Language Requirements for Traditional Acupuncturists in English-Dominant Diaspora Jurisdictions
Bibliographic record
Abstract
Regulation of traditional acupuncturists has proven controversial in several jurisdictions. In this work, we detail and analyze the range of English-language registration, practice, and record-keeping requirements for regulated traditional acupuncturists across Canada, the United States, and Australia. Drawing on the results of an extensive documentary review and 28 qualitative interviews, we identify five primary themes underpinning policy-related discourses and debate: patient safety; standardized, integrated health care systems; economic considerations; traditional knowledge protection; and culturally inclusive care delivery. We critically examine these policy discourses, positioning them within a broader literature related to language policies in multiculturalist states and considering their relevance to the question of traditional medicine professional regulation in diaspora. With reference to the principle of regulatory equity, and to the concept of a pluralistic public, we present a set of recommendations for traditional medicine regulators contending simultaneously with clinical and cultural considerations.
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 imitationNot 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.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.002 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 0.000 |
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.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, not a consensus.
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".