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Record W2027301907 · doi:10.1055/s-0030-1251873

Challenges in the Authorization of Clinical Trials Involving Botanicals

2010· article· en· W2027301907 on OpenAlexaffabout
T Alladin, HH Hussien, Robin J. Marles

Bibliographic record

VenuePlanta Medica · 2010
Typearticle
Languageen
FieldMedicine
TopicComplementary and Alternative Medicine Studies
Canadian institutionsHealth Canada
Fundersnot available
KeywordsAuthorizationClinical trialMedicineLegislationTraditional medicineMarketing authorizationGovernment (linguistics)Alternative medicineEnvironmental healthBusinessPolitical scienceLawBioinformaticsComputer scienceComputer security

Abstract

fetched live from OpenAlex

Clinical trials involving natural health products (NHPs) in Canada fall under the jurisdiction of the Natural Health Products Regulations [1]. Plant identification is one of the most problematic issues observed during our assessment of >260 clinical trial authorization applications involving NHPs (e.g., Black Cohosh misidentification [2]). Botanicals and their extracts have more than one active constituent, and clinical trials may involve multiple botanicals, e.g., for Traditional Chinese Medicine, making assessment of identity, purity, potency, safety and likelihood of efficacy even more complex. Although guidance is provided [3], other regulatory challenges encountered include insufficient data for chemical contaminants (specifically heavy metals, solvent residues, pesticides, and mycotoxins), data to support the stability of the medicinal ingredients or finished products throughout the trial period, proprietary manufacturing information, potential for interactions and adverse reactions. Acknowledgements: Thanks go to our colleagues in the Clinical Trials Division, Natural Health Products Directorate, Health Canada. References: [1] Government of Canada (2009) Natural Health Products Regulations http://laws.justice.gc.ca/en/showtdm/cr/SOR-2003–196//? showtoc=&instrumentnumber=SOR-2003–196. [2] Marles R, et al. (2008) NHPRS Meeting, Toronto. [3] Health Canada (2007) Natural Health Products Guidance Documents http://www.hc-sc.gc.ca/dhp-mps/prodnatur/legislation/docs/index-eng.php.

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)0.012
metaresearch head score (Gemma)0.016
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMetaresearch
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.499
Threshold uncertainty score0.992

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0120.016
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.001
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 head0.511
GPT teacher head0.530
Teacher spread0.019 · 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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