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Taiwanese Immigrant Entrepreneurs in Canada and Transnational Social Space

2004· article· en· W2131049510 on OpenAlex

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.

affAt least one author lists a Canadian institution in the pinned OpenAlex snapshot.
aboutThe title or abstract carries a Canadian signal from the geographic lexicon.

Bibliographic record

VenueInternational Migration · 2004
Typearticle
Languageen
FieldSocial Sciences
TopicMigration, Ethnicity, and Economy
Canadian institutionsUniversity of Calgary
Fundersnot available
KeywordsTransnationalismImmigrationSociologySocial capitalEconomic geographyEconomic growthPolitical scienceEconomicsSocial scienceLaw

Abstract

fetched live from OpenAlex

Abstract This article explores the migration of Taiwanese immigrant entrepreneurs to Canada and their transnationalism. Their presence in Canada is documented and described with statistical data on their demographic characteristics, human capital, and economic capital. An assessment of their transnationalism is provided by primary qualitative data gathered through in‐depth interviews. Overall, the review of the literature on Taiwanese migration to various countries, and their transnationalism, indicates that research has primarily been conducted in Australia and the United States, while it remained understudied in Canada. The article makes a case for contextualizing Taiwanese entrepreneurial migration in terms of a global immigration marketplace and the specific business migration programmes in Australia, United States, and Canada. Further, the article argues for the appropriateness of conceptualizing these Taiwanese entrepreneurs as operating within the theoretical framework of transnational social space. The findings on transnational social space include the importance of transnational familial networks, transnational business circuits, and transmigration. Transnational familial networks constitute a form of “capital” as the dispersal is a “resource”. The transnational business circuits include three types: (1) Asian production‐North American distribution; (2) retail chains; and (3) import‐export, all spatially distributed with their multiple national sites. In selected areas of the presentation and discussion of the data the policy implications of the findings are explored. These include discussion of the implications of this transnationalism on Canadian policies such as immigration, multiculturalism, business development, international trade, economic development, and citizenship. There is clearly a lack of harmonization among migration policy and other social and economic policies in Canada. While Canadian multiculturalism policy facilitates transnationalism, Canadian citizenship policy is shown to conflict with and discourage transnational practices.

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 score0.652
Threshold uncertainty score0.384

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
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 head0.011
GPT teacher head0.253
Teacher spread0.242 · 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