CPJ IS TO BE COMMENDED FOR INVITING ITS READERS TO WEIGH IN ON THE debate surrounding the natural health products (NHP) regula-
Bibliographic record
Abstract
actively working toward having appropriate NHP regulations implemented for more than 20 years. Yet, more than a decade after the Minister of Health accepted the Standing Committee on Health’s 53 recommendations regarding the safety, quality and efficacy of NHPs3 and almost 6 years after the resulting NHP regulations were passed, the controversy around this issue is unrelenting. NHPs account for at least a third of CHP Canada members’ total sales (which, in turn, account for the vast majority of all consumer health product sales in Canada). They are a key part of our business. Given the strong and growing role they play in patient self-care, NHPs are also an important part of pharmacy practice. For both pharmacy and industry, the importance of the NHP regulations stems directly from the importance of NHPs themselves to our patients and customers.
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 imitationNot 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.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.011 | 0.060 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.002 | 0.002 |
| Bibliometrics | 0.002 | 0.003 |
| Science and technology studies | 0.008 | 0.005 |
| Scholarly communication | 0.014 | 0.007 |
| Open science | 0.004 | 0.004 |
| Research integrity | 0.025 | 0.036 |
| Insufficient payload (model declined to judge) | 0.078 | 0.039 |
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 source (direct Gemma or distilled Codex), 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".