Botanicals and the Regulatory Framework on Food Supplements in the European Union: a Tricky Relationship
Bibliographic record
Abstract
In Europa e in molti altri Paesi (Cina, Giappone, Usa, Canada ecc.), vi e un crescente interesse per la produzione e il consumo di alimenti salutistici. I prodotti botanici (cioe piante e preparati ottenuti da piante, alghe, funghi o licheni) costituiscono un vasto settore di tale categoria di alimenti e presentano molteplici profili critici in conseguenza della loro complessa natura e del loro poliedrico impiego. L’articolo intende offrire una ricostruzione dei piu rilevanti aspetti della regolamentazione dei prodotti botanici nel settore degli integratori alimentari. Dopo una breve descrizione della disciplina concernente gli alimenti a base di sostanze vegetali, delinea il quadro giuridico dei prodotti botanici quali integratori alimentari, tenendo in considerazione le interferenze tra il settore farmaceutico e quello alimentare nella classificazione dei prodotti botanici di frontiera e gli aspetti attinenti alla loro sicurezza. Infine, si sofferma sulla spinosa questione delle dichiarazioni sulla salute apposte sulle etichette di tali prodotti.
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 imitationNot 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.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.018 | 0.011 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.002 | 0.002 |
| Science and technology studies | 0.003 | 0.014 |
| Scholarly communication | 0.014 | 0.007 |
| Open science | 0.002 | 0.005 |
| Research integrity | 0.013 | 0.006 |
| Insufficient payload (model declined to judge) | 0.005 | 0.001 |
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 source (direct Gemma or distilled Codex), 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".