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Record W2087062934 · doi:10.1055/s-0030-1251722

Adventures in Regulation: Seeking to Define Efficacy for Natural Health Products in Canada

2010· article· en· W2087062934 on OpenAlexaffabout
Martha Boudreau

Bibliographic record

VenuePlanta Medica · 2010
Typearticle
Languageen
FieldMedicine
TopicClinical practice guidelines implementation
Canadian institutionsHealth Canada
Fundersnot available
KeywordsPresentation (obstetrics)Natural (archaeology)Product (mathematics)AdventureQuality (philosophy)MedicinePsychologyComputer scienceGeographySurgeryArtificial intelligence

Abstract

fetched live from OpenAlex

Since January 1, 2004, natural health products have been regulated in Canada under the Natural Health Products Regulations. This presentation will educate the participant on the regulatory framework for NHPs in Canada and the regulatory tools used by Health Canada to make decisions respecting these products. The presentation will include a focus on the particular challenge of defining what is meant by efficacy with this product category. The presentation will draw on the more than six years of experience in Canada assessing the safety, quality and efficacy of these products and will reflect on a few recent examples involving specific ingredients and products. The presentation will also attempt to stimulate reflection around the question of efficacy, the value of clinical experience and the expectations of users of these products.

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 imitation

Not 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.

metaresearch head score (Codex)0.002
metaresearch head score (Gemma)0.013
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMetaresearch
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.542
Threshold uncertainty score0.995

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0020.013
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0000.000

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.

Opus teacher head0.096
GPT teacher head0.425
Teacher spread0.329 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

Machine predicted; a candidate call from one teacher head, not a consensus.

Study designObservational
Domainnot available
GenreEmpirical

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".

Quick stats

Citations0
Published2010
Admission routes2
Has abstractyes

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