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Record W2018782175 · doi:10.3138/cpp.39.3.393

Trans-Pacific Partnership: Implications for the Canadian Industrial Dairy Sector

2013· article· en· W2018782175 on OpenAlexaffvenueabout
James Rude, Henry An

Bibliographic record

VenueCanadian Public Policy · 2013
Typearticle
Languageen
FieldSocial Sciences
TopicCanadian Policy and Governance
Canadian institutionsUniversity of Alberta
Fundersnot available
KeywordsTariffContext (archaeology)LiberalizationWelfareSupply managementBusinessGeneral partnershipFree tradeDairy industryEconomicsInternational economicsInternational tradeMarket economyFinance

Abstract

fetched live from OpenAlex

The announcement of the Trans-Pacific Partnership in June 2012 raised speculation about dire consequences for the dairy sector and the end of supply management. We examine these claims in the context of tariff liberalization and the transmission of volatile international dairy prices into the Canadian market. The paper examines the implications for dairy farmer welfare, quota values, and the welfare of other agents in the economy. Given that the US dairy industry has interests of its own to protect, significant dairy tariff liberalization is not expected. With modest tariff reductions, the impact on quota values will be minimal. Likewise, the overall decline in producer welfare will also be small. Therefore, supply management, as a marketing institution, is likely to survive the TPP, but marketing boards may have to change their pricing policies in response to tariff reductions.

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)0.001
metaresearch head score (Gemma)0.002
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesScience and technology studies, Insufficient payload (model declined to judge)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: Not applicable
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.947
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.002
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.001
Science and technology studies0.0040.001
Scholarly communication0.0010.000
Open science0.0010.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0010.000

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 head0.106
GPT teacher head0.314
Teacher spread0.208 · 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 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

Citations14
Published2013
Admission routes3
Has abstractyes

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