Health professional regulation in historical context: Canada, the USA and the UK (19th century to present)
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.
Bibliographic record
Abstract
BACKGROUND: There is no widespread agreement over what form healthcare professional regulation should take, and the evidence base concerning the effectiveness and fairness of regulatory systems and practices is limited. Those urging policy change argue there is a need to modernize; however, there is much we can learn from reviewing the history of healthcare professional regulation. MAIN BODY: An overview of the history of regulation in Canada, with consideration of the United States of America and the United Kingdom, is provided. Self-regulating professions emerged in the nineteenth century, influenced by a variety of stakeholders responding to local concerns for healthcare quality, access and professional training. Regulatory practices changed over the course of the twentieth and twenty-first centuries in response to changing stakeholders and shifting interests. CONCLUSIONS: Reviewing the history of healthcare professional regulation reveals lessons to inform policy in a range of settings.
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 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 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 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 it