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Record W4244478463 · doi:10.1111/epp.12684

PM 3/90 (1) Inspection of citrus fruits consignments

2020· article· en· W4244478463 on OpenAlexaff

Bibliographic record

VenueEPPO Bulletin · 2020
Typearticle
Languageen
FieldAgricultural and Biological Sciences
TopicPlant Physiology and Cultivation Studies
Canadian institutionsAdidas (Canada)
FundersEnergy Policy and Planning OfficeEuropean CommissionEuropean Food Safety Authority
KeywordsRutaceaeBiologyCitrus fruitHorticultureToxicology

Abstract

fetched live from OpenAlex

Specific scope This Standard describes the procedure by which consignments of citrus fruits are subjected to import control, including sampling and identification. This Standard covers fruits ofCitrusL. and other genera of the plant family Rutaceae such asFortunellaSwingle,PoncirusRaf.,MicrocitrusSwingle, NaringiAdans, SwingleaMerr. and their hybrids. This Standard only covers the inspection of citrus fruit consignments without leaves and peduncles. Import of leaves or peduncles, including when in association with fruits, is prohibited in many EPPO countries, as they present a higher risk from a wider range of pests than fruits. The Standard also provides guidance that may be relevant to exports. Specific approval First approved in 2020‐09.

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)0.004
Version: metacan-v3-hybrid-931329e0061cValidation 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: none
Teacher disagreement score0.146
Threshold uncertainty score0.489

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0020.004
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0020.001
Science and technology studies0.0010.001
Scholarly communication0.0020.001
Open science0.0010.001
Research integrity0.0030.001
Insufficient payload (model declined to judge)0.1460.163

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 head0.034
GPT teacher head0.193
Teacher spread0.160 · 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 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

Citations9
Published2020
Admission routes1
Has abstractyes

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