MétaCan
Menu
Back to cohort
Record W3122746020 · doi:10.20381/ruor-25621

Economic Integration and Regional Industrial Specialization: Evidence from the Canadian- US FTA Experience

2004· preprint· fr· W3122746020 on OpenAlexaboutno aff
Michel Beine, Serge Coulombe

Bibliographic record

VenueuO Research (University of Ottawa) · 2004
Typepreprint
Languagefr
FieldEconomics, Econometrics and Finance
TopicGlobal trade and economics
Canadian institutionsnot available
Fundersnot available
KeywordsDiversification (marketing strategy)Economic integrationInternational tradeEconomicsTrade barrierTrade diversionInternational economicsRegional integrationIntra-industry tradeEconomic geographyInternational free trade agreementBusiness

Abstract

fetched live from OpenAlex

We investigate the impact of Canada–U.S. trade integration on the degree of industrial specialization of the Canadian regions. Trade integration is captured through the decrease of trade-weighted tariffs that were boosted by the implementation of the Canadian–U.S. Free Trade Agreement. We found strong evidence to support integration’s long-run impact on the patterns of absolute industrial diversification. Significantly, this new finding remains robust to the exclusion of the primary sectors and to the potential presence of unit root in the data. Our results lead us to support a positive long-run relationship between trade integration and industrial diversification. / Nous analysons l’incidence de l’intégration économique canado-américaine sur le degré de spécialisation industrielle des régions canadiennes. Le phénomène d’intégration commerciale entre le Canada et les États-Unis est envisagé sous l’angle de la décroissance des tarifs pondérés par le commerce à laquelle a donné lieu l’Accord de libre-échange Canada-États-Unis. Les résultats étayent largement le point de vue selon lequel la libéralisation des échanges aurait favorisé, à long terme, la diversification industrielle des provinces. Ces résultats apparaissent significativement robustes lorsqu’on inclut une racine unitaire dans les données et qu’on exclut le secteur primaire. Nos résultats nous amènent à prévoir une relation positive à long terme entre l’intégration commerciale et la diversification industrielle.

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)0.002
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMeta-epidemiology (narrow), Insufficient payload (model declined to judge)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.532
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0020.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0000.000
Science and technology studies0.0010.002
Scholarly communication0.0000.001
Open science0.0010.001
Research integrity0.0010.001
Insufficient payload (model declined to judge)0.0030.001

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 head0.318
GPT teacher head0.292
Teacher spread0.026 · 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 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

Citations9
Published2004
Admission routes1
Has abstractyes

Explore more

Same venueuO Research (University of Ottawa)Same topicGlobal trade and economicsFrench-language works237,207