MétaCan
Menu
← Back to cohort
Record W7139621878

Las normas en la regulación farmacéutica en América del Norte: de la reciprocidad en el TLCAN a la asimetría en el T-MEC. Los alcances y límites para México

2025· article· es· W7139621878 on OpenAlexaboutno aff
Talia Rebeca Haro Barón

Bibliographic record

VenueDialnet (Universidad de la Rioja) · 2025
Typearticle
Languagees
FieldSocial Sciences
TopicCanadian Policy and Governance
Canadian institutionsnot available
Fundersnot available
KeywordsReciprocity (cultural anthropology)Argument (complex analysis)Free trade agreementPublic policy
DOInot available

Abstract

fetched live from OpenAlex

Since the 1990s, cooperation in pharmaceutical regulation has been encouraged by various international organizations with the aim of making efficient use of resources. This cooperation has also been incorporated into the rules of economic integration agreements, under the argument of eliminating barriers to trade. In North America, such provisions were gradually adopted beginning with the North American Free Trade Agreement (nafta) and expanded in the United States-Mexico-Canada Agreement (usmca). These rules have ranged from reciprocity to asymmetry with respect to the responsibilities of the States Parties. This asymmetry has reflected national health policies, particularly those of Mexico since 2010.

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)0.012
metaresearch head score (Gemma)0.009
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 score0.673
Threshold uncertainty score0.650

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0120.009
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.001
Science and technology studies0.0040.013
Scholarly communication0.0080.003
Open science0.0010.002
Research integrity0.0020.003
Insufficient payload (model declined to judge)0.0020.000

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 head0.308
Teacher spread0.301 · 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
Published2025
Admission routes1
Has abstractyes

Explore more

Same venueDialnet (Universidad de la Rioja)→Same topicCanadian Policy and Governance→French-language works237,207→