MétaCan
Menu
Back to cohort
Record W7033573198

Regional business systems and the governance of foreign direct investment in Canada, Spain and the UK

2018· article· en· W7033573198 on OpenAlexaboutno aff

Bibliographic record

VenueFigshare · 2018
Typearticle
Languageen
FieldEconomics, Econometrics and Finance
TopicDiverse academic and cultural studies
Canadian institutionsnot available
Fundersnot available
KeywordsCorporate governanceForeign direct investmentMultinational corporationInvestment (military)State (computer science)Business system planning
DOInot available

Abstract

fetched live from OpenAlex

This paper examines how governance actors in regional business systems engage with foreign-owned multinational corporations which are present within their territory, in attempts to retain investment and link their regions to global production networks. This is done through a qualitative analysis of policy and practice in six sub-national regions in three advanced industrialized economies (Canada, Spain and the UK), thus permitting both international and intra-national comparisons. We find that while there are broad similarities in the types of governance mechanisms used, there are notable differences in the extent and intensity of forms of market, state and associational governance of foreign direct investment. These differences partly correspond to broader institutional differences in the nature of business systems, and partly to the socio-political construction of sub-national governance space.\nEl artículo examina cómo los actores de gobernanza de sistemas\nregionales de negocio interactúan con las corporaciones\nmultinacionales extranjeras presentes en su territorio para intentar\nretener inversiones y conectar dichos territorios a redes de producción\nglobales, mediante un análisis cualitativo de políticas y prácticas\nrelacionadas en seis regiones de tres economías industriales avanzadas\n(Canadá, España y Reino Unido). El estudio revela que, aun existiendo\namplias similitudes en los tipos de gobernanza (de mercado, de Estado\ny asociativa) de la inversión extranjera directa, la extensión e intensidad\nde uso de cada uno varía notablemente entre regiones y Estados, lo\nque se explica con referencia a las más amplias diferencias\ninstitucionales entre los sistemas empresariales y en la construcción\nsociopolítica del espacio para la gobernanza subnacional.

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)0.001
metaresearch head score (Gemma)0.004
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: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.068
Threshold uncertainty score0.492

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.004
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0020.004
Science and technology studies0.0030.004
Scholarly communication0.0060.001
Open science0.0010.002
Research integrity0.0000.001
Insufficient payload (model declined to judge)0.0030.000

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 head0.045
GPT teacher head0.183
Teacher spread0.138 · 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

Citations0
Published2018
Admission routes1
Has abstractyes

Explore more

Same venueFigshareSame topicDiverse academic and cultural studiesFrench-language works237,207