“Wellness” as Incipient Illness: Dietary Supplements in a Biomedical Culture
Bibliographic record
Abstract
In the spring of 2008, the Canadian government introduced to Parliament a bill that sought to increase Health Canada’s power to enforce already standing legislation regarding the safety of foods, cosmetics, and “therapeutic products,” a new legislative category encompassing drugs, medical devices, and human cells, tissues, and organs. The bill, known as Bill C-51, would have articulated clearer guidelines in Canada’s Food and Drugs Act for licensing, inspection, clinical testing (when relevant), and post-market monitoring, along with increased penalties for violations. C-51 represented not a change of course in Canadian health policy but an effort to add bite to previously “toothless” regulations that provide consumer protection (Picard). The bill appeared poised to pass the first reading in Parliament and eventually become law; however, to the surprise of many, it instead ignited a firestorm of debate in Canada about the rights of individuals, both as patients (i.e., recipients of medical interventions) and as consumers (i.e., choosers of interventions, as if from a menu of services).
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 | 0.002 | 0.003 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.007 | 0.037 |
| Scholarly communication | 0.010 | 0.005 |
| Open science | 0.000 | 0.004 |
| Research integrity | 0.003 | 0.004 |
| Insufficient payload (model declined to judge) | 0.008 | 0.001 |
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".