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Taiwanese Immigrant Entrepreneurs in Canada and Transnational Social Space

2004· article· en· W2131049510 on OpenAlexaffabout
Lloyd Wong

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.

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)0.002
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: Qualitative
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.077
Threshold uncertainty score0.155

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.002
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0020.003
Science and technology studies0.0140.004
Scholarly communication0.0060.001
Open science0.0010.006
Research integrity0.0010.001
Insufficient payload (model declined to judge)0.0050.000

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

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 designQualitative
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

Citations56
Published2004
Admission routes2
Has abstractyes

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