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Record W2202812563

A new generation of standards: implications for the Caribbean and Latin America

2008· preprint· en· W2202812563 on OpenAlex
Bob Knutson, Tim Josling

Why this work is in the frame

A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.

aboutThe title or abstract carries a Canadian signal from the geographic lexicon.
no affNo Canadian affiliation: this work is invisible to an affiliation-only frame.
No Canadian affiliation. An affiliation-only frame, the usual design, would never have seen this work. It is one of the works that make the case for inverting the frame.

Bibliographic record

VenueAmericanae (AECID Library) · 2008
Typepreprint
Languageen
FieldBusiness, Management and Accounting
TopicGlobal trade, sustainability, and social impact
Canadian institutionsnot available
Fundersnot available
KeywordsBusinessDeveloping countryContext (archaeology)International tradeHarmonizationTrade barrierProduction (economics)Technical barriers to tradeAgricultureProduct (mathematics)Industrial organizationEconomic growthEconomics
DOInot available

Abstract

fetched live from OpenAlex

International trade in food products has expanded significantly during the past few decades. These products include fresh and processed fruits and vegetables, fish, live animals and meat, nuts, and spices. However, international trade of these products is subject to a huge array of standards and regulations imposing potentially large compliance costs to many developing country suppliers.Standards and regulations apply to both the products themselves and the processes by which they are processed, handled, packed, etc. and respond to health concerns, consumer preferences and strategic commercial interests. Sanitary and phytosanitary measures (SPS) and other technical requirements can inhibit international trade in foodstuffs and other agro-industrial industries through varied channels. Costs of compliance could sometimes be so high as to induce loss of developing countries' comparative advantage in the production of basic foodstuffs. Exporting firms must often undergo significant structural adjustments to be able to accommodate the numerous and sometimes differing requirement of more developed countries. This is aggravated by the emergence of a growing number of private standards in addition to public standards. Given the lack of accredited laboratories and technical expertise in developing countries, suppliers face significant challenges to sell in global markets. Lack of harmonization can affect the performance of exporting firms.The nature, form and context of standards in the food and agricultural sector have been changing rapidly. We are entering a new world of standards that will demand significant changes in production and marketing strategies. These developments will present challenges to most of those involved in trade in agricultural products, but they will be particularly problematic for small producers in the developing countries. The countries of the Western Hemisphere have many small producers who have, or would like to have access to the large markets of the region. This paper is primarily designed to explain the emerging system of standards in the Western Hemisphere.Decisive action will need to be taken by developed countries and international organizations to avoid the development of a new set of sanitary and phytosanitary barriers to trade. These barriers are in part a function of regulatory action by governments and in part a reflection of the emergence of private standards often emphasizing processing methods. Institutions are being set up that are mandated to develop and monitor compliance to those standards. Most of these institutions operate either at the domestic or the multilateral, but regional bodies in the Americas also have an important part to play. To the extent that the mix of standards and institutions can be improved in the region, all producers will have better access to the richest markets in the world.Several countries in the Latin American and Caribbean region have expressed their need to understand the impact of food safety standards on trade issues.This document is part of the technical assistance activities of the Project "Strengthening Trade Related Capacities in the context of trade liberalization in the Americas", financed by the Canadian International Development Agency (CIDA) and executed by the ECLAC Washington Office.Preliminary results of the study on world SPS standards and principles were presented at the Fifth Annual North American Agrifood Market Integration Consortium Workshop, New Generation of NAFTA Standards, on May 21-23, 2008 in Austin, Texas.

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.

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)0.000
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation 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: Empirical
Teacher disagreement score0.483
Threshold uncertainty score0.989

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.001
Science and technology studies0.0000.000
Scholarly communication0.0000.001
Open science0.0000.000
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 head0.035
GPT teacher head0.271
Teacher spread0.237 · 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