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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 OpenAlex

Why this work is in the frame

A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.

aboutThe title or abstract carries a Canadian signal from the geographic lexicon.
no affNo Canadian affiliation: this work is invisible to an affiliation-only frame.
No Canadian affiliation. An affiliation-only frame, the usual design, would never have seen this work. It is one of the works that make the case for inverting the frame.

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.

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)0.001
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.506
Threshold uncertainty score0.902

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.001
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 head0.026
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