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Record W4387346999 · doi:10.2478/amb-2023-0034

Pharmaceutical Regulation of Herbal Medicinal Products in the Countries of the European Union, the USA, Canada and Japan

2023· article· en· W4387346999 on OpenAlexaboutno aff
Bozhidarka Hadzhieva, Milen Dimitrov, Valentina Petkova

Bibliographic record

VenueActa Medica Bulgarica · 2023
Typearticle
Languageen
FieldAgricultural and Biological Sciences
TopicBotanical Studies and Applications
Canadian institutionsnot available
Fundersnot available
KeywordsMedicineMedical prescriptionCosmeticsEuropean unionTraditional medicineDirectiveProduct (mathematics)Alternative medicineBusinessPharmacologyInternational trade

Abstract

fetched live from OpenAlex

Abstract The regulation of herbal medicines is changing and alters in the different countries. The Federal Food, Drug, and Cosmetic Act (FD&C Act) defines medicines on the grounds of their intended use. Medicines shall be preliminarily approved by the FDA prior to their placing on the market or if they are OTC – they shall meet the requirements of specific regulations, called monographs, for their category. The definition of medicine according to the Canadian Food and Drugs Act (R.S.C., 1985, c. F-27) is “any substance or a combination of substances manufactured, sold or made available for use”. In Japan, the objective of the Medicines and Medical Products Act is to improve public health by means of regulations that are necessary to guarantee the quality, the efficiency and the safety of medicines, quasi-drugs, cosmetics, medical and medicinal products. The definition of a medicinal product in the EU has been specified in Section I Definitions of Directive 83/2001/EC. In the aforementioned countries under consideration, medicines are classified into: medicines prescribed by a doctor (POM) and medicines sold without a doctor’s prescription (OTC). The conducted comparative analysis of the aforementioned countries has shown that there are specific requirements and regulations for herbal medicinal products in the European Union. In the USA and Canada, herbal medicinal products are regarded as a subsection of the Federal Food, Drug, and Cosmetic Act (FD&C Act), sec. 351-360n-1 U.S.C. 379e; the Food and Drugs Act (R.S.C., 1985, c. F-27) – Government of Canada. In the Japanese legislation, there are no specific requirements for herbal medicinal 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 machine prediction

Teacher imitation

Not 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.

metaresearch head score (Codex)0.002
metaresearch head score (Gemma)0.002
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Review · Consensus signal: none
Teacher disagreement score0.171
Threshold uncertainty score0.344

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0020.002
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0020.004
Science and technology studies0.0020.001
Scholarly communication0.0030.000
Open science0.0010.001
Research integrity0.0010.001
Insufficient payload (model declined to judge)0.0030.000

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 head0.026
GPT teacher head0.239
Teacher spread0.213 · 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 source (direct Gemma or distilled Codex), not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designNot applicable
Domainnot available
GenreReview

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

Citations9
Published2023
Admission routes1
Has abstractyes

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