Abstracts of the 19<sup>th</sup> Annual Conference of the Natural Health Products Research Society of Canada: New Frontiers in NHP Research
Bibliographic record
Abstract
Abstract With their 19th Annual Conference, the Natural Health Products (NHP) Research Society of Canada celebrates 20 years of excellence in supporting research and evidence-based policy and product development in Canada and around the world. The general theme of the Conference is thus appropriately entitled “New Frontiers in NHP Research: Celebrating 20 Years of Innovation”. Indeed, it is in a forward-looking stance that the Conference showcases state-of-the art innovations in NHP research from the academic, industry and governmental perspectives, as is the tradition of the Society. Scientific sessions cover NHP applications in cancer, cardiometabolic disease, and aging as well as food derived NHPs and industry innovations. Panel discussions are another trademark of the Annual Conference and address inconsistencies in NHP lab testing, the role of Traditional Herbal Medicine in NHP research, and new developments in NHP analysis. Finally, government and industry representatives offer perspectives on national and international regulatory frameworks.
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 | 0.019 | 0.006 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.003 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.002 | 0.001 |
| Research integrity | 0.000 | 0.003 |
| 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 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".