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Record W2308486130 · doi:10.1353/ces.2016.0006

Beyond Economics: Broadening Perspectives on Immigration to Canada

2016· article· en· W2308486130 on OpenAlexvenueaboutno aff
Catherine L. Costigan, Sabine Lehr, Sheena Miao

Bibliographic record

VenueCanadian ethnic studies · 2016
Typearticle
Languageen
FieldSocial Sciences
TopicMigration and Labor Dynamics
Canadian institutionsnot available
Fundersnot available
KeywordsImmigrationMulticulturalismImmigration policyDiversity (politics)SociologyPrincipal (computer security)Cultural diversityPolitical scienceEconomic growthDemographic economicsDevelopment economicsEconomicsLaw

Abstract

fetched live from OpenAlex

This article reviews and critiques the current immigration policies in Canada, which are increasingly focused primarily on economic considerations. Data from a sample of 182 immigrant Chinese families (including mothers, fathers, and adolescents) are used to illustrate disconnections between immigration policy and the experiences of immigrants to Canada. The current individually-oriented immigration class system does not recognize non-economic motivations for immigration among principal applicants (e.g., for children’s future prospects) or the economic contributions of accompanying spouses. We argue for the incorporation of a long-term family-based lens for creating and evaluating immigration policy, one which accounts for the sacrifices parents make for their children and the contributions to Canadian society made by this next generation of Canadians. Furthermore, we caution against adopting policies that, over time, may limit the cultural diversity of new Canadians. We argue that supporting immigrants’ ability to be bicultural promotes multiculturalism, which benefits all of Canadian society. Cet article fait la critique des politiques d’immigration actuelles au Canada, qui sont de plus en plus axés essentiellement sur des considérations économiques. Les données provenant d’un échantillon de 182 familles immigrantes chinoises (y compris les mères, les pères et les adolescents) sont utilisés pour illustrer les déconnexions entre la politique d’immigration et les expériences des immigrants au Canada. Le système de classement d’immigration actuel orienté sur l’individu ne tient pas compte des motivations non économiques de l’immigration parmi les demandeurs principaux (par exemple, pour les perspectives d’avenir des enfants) ou les contributions économiques des conjoints accompagnant. Pour la création et l’évaluation de la politique d’immigration, nous appuierions l’incorporation d’une perspective long terme basée sur la famille, une politique qui prend en compte les sacrifices des parents pour leurs enfants et les contributions à la société canadienne faite par cette prochaine génération de Canadiens. De plus, nous mettons en garde contre l’adoption de politiques qui, au fil du temps, peuvent limiter la diversité culturelle des nouveaux Canadiens. Nous soutenons que le soutien de la capacité des immigrants de devenir biculturel favorise le multiculturalisme, qui profite à toute la société canadienne.

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)0.000
metaresearch head score (Gemma)0.001
Version: codex-gemma-dda1882f352aValidation 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 score0.339
Threshold uncertainty score0.652

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.001
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 head0.050
GPT teacher head0.336
Teacher spread0.286 · 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.

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

Citations15
Published2016
Admission routes2
Has abstractyes

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