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Record W1171286055

NAFTA: Implications for Mexican and Midwestern Agriculture

2015· article· en· W1171286055 on OpenAlexaboutno aff
John C. Beghin

Bibliographic record

VenueIowa State University Digital Repository (Iowa State University) · 2015
Typearticle
Languageen
FieldAgricultural and Biological Sciences
TopicAgricultural Economics and Policy
Canadian institutionsnot available
Fundersnot available
KeywordsAgricultureAgricultural economicsGeographyPolitical scienceEconomicsArchaeology
DOInot available

Abstract

fetched live from OpenAlex

The North American Free Trade Agreement (NAFTA) is a success story of economic integration between Mexico, the United States, and Canada. Economic integration was on its way before the Agreement, but it received a significant boost when NAFTA went into effect in 1994. Relative to the rest of the world, merchandise trade among the three countries has intensified and is growing at a rate of about 10 to 12 percent a year. With respect to agriculture, Mexico exports fruits and vegetables, coffee, live cattle, and textiles, among other things, to the United States. The United States exports grains and feed (90 percent of Mexican imports), soybeans and soybean products, meat, cotton, yarn, and textiles to Mexico. Tariffs have disappeared or have been decreasing between Mexico and the United States (there is no tariff, for example, on Mexican imports of U.S. and Canadian non-breeding cattle and beef).

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)0.006
metaresearch head score (Gemma)0.012
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 score0.482
Threshold uncertainty score0.958

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0060.012
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0020.004
Science and technology studies0.0050.003
Scholarly communication0.0090.007
Open science0.0020.003
Research integrity0.0060.004
Insufficient payload (model declined to judge)0.0260.002

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 head0.019
GPT teacher head0.177
Teacher spread0.159 · 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

Citations4
Published2015
Admission routes1
Has abstractyes

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