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Record W2428751095 · doi:10.14738/assrj.36.2011

Food Safety Management in China : What China can Lean from Canada?

2016· article· en· W2428751095 on OpenAlexaboutno aff
Yiming Wu

Bibliographic record

VenueAdvances in Social Sciences Research Journal · 2016
Typearticle
Languageen
FieldAgricultural and Biological Sciences
TopicFood Safety and Hygiene
Canadian institutionsnot available
Fundersnot available
KeywordsFood safetyChinaFood safety risk analysisBusinessClimaxUnrestService (business)MarketingPolitical scienceLawMedicinePolitics

Abstract

fetched live from OpenAlex

Food safety has become an issue of public policy because it has much to do with people’s vital interests. The growing unrest over food safety in China reached a climax in early 2007.Years after the melamine-in-milk scandal that made 300,000 children sick, and after China passed its first-ever food safety law in response in 2009, the country is still struggling to keep its food supply healthy. It is well known that Canada's food safety system is ranked the best in the world. Managing food safety risks in Canada is the shared responsibility of governments, food industries (including producers, processors, retailers, and food service establishments), and consumers. This paper addresses research that aims to make a comparative study of food safety management in China and Canada, from the perspective of the functions and responsibilities of each administrative department and the rights, power and liabilities among different stakeholders. The outcome of the study is to compare and contrast the Canadian system with China and to propose a complete system of food safety management in China.

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 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)0.003
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesScience and technology studies
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Other design · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.977
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0030.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.002
Science and technology studies0.0010.001
Scholarly communication0.0000.001
Open science0.0010.000
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 head0.045
GPT teacher head0.337
Teacher spread0.292 · 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 teacher head, not a consensus.

Study designOther design
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

Citations1
Published2016
Admission routes1
Has abstractyes

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