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Enlightenment and Countermeasures: Canada HACCP System and Chinese Food Safety Supervision

2013· article· en· W1956626826 on OpenAlexvenueaboutno aff
Yu Xiong

Bibliographic record

VenueCanadian social science · 2013
Typearticle
Languageen
FieldAgricultural and Biological Sciences
TopicFood Safety and Hygiene
Canadian institutionsnot available
Fundersnot available
KeywordsFood safetyHazard analysis and critical control pointsEnlightenmentBusinessGovernment (linguistics)Food safety risk analysisChinaFood processingProcess (computing)Key (lock)Food packagingFood safety managementRisk analysis (engineering)MarketingComputer securityComputer scienceEngineeringPolitical scienceFood scienceLaw

Abstract

fetched live from OpenAlex

Food safety is a big issue for all countries over the world which is why strengthening food safety supervision is the inevitable choice for all governments. The Canadian federal government has used the HACCP system as the main method in food safety supervision. The system has made hazard analysis and key point control as its main tasks and it works during the whole process of food production, processing, circulation, and consumption. This system is proved to be an effective way for protecting food safety. The establishment of the Canada’s HAPPC system depends on its government’s efficient and uncorrupted supervision system, scientific and rigorous enhancement programs, open and transparent supervision process, and coordinative and cooperative resource integration. According to the enlightenment given by the Canadian HACCP system, China could construct its own independent food safety supervision organ during food safety supervision process, build public participation system for food safety supervision, and make full use of non-governmental organizations’ supporting functions during food safety supervision, and set up related HACCP system. Key words: Canada; HACCP system; China food safety supervision; Enlightenment; Countermeasures

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)0.005
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: Empirical · Consensus signal: none
Teacher disagreement score0.928
Threshold uncertainty score0.526

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0020.005
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0020.002
Science and technology studies0.0090.003
Scholarly communication0.0030.001
Open science0.0010.003
Research integrity0.0020.002
Insufficient payload (model declined to judge)0.0080.000

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 head0.007
GPT teacher head0.170
Teacher spread0.163 · 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
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
Published2013
Admission routes2
Has abstractyes

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