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Record W4387702029 · doi:10.32920/24324916

NAC's response to the Immigration Legislative Review Report: Not Just Numbers: a Canadian Framework for Future Immigration

2023· preprint· en· W4387702029 on OpenAlexaboutno aff
Sedef Arat-Koç

Bibliographic record

Venuenot available
Typepreprint
Languageen
FieldSocial Sciences
TopicMigration, Refugees, and Integration
Canadian institutionsnot available
Fundersnot available
KeywordsImmigrationRefugeeLegislaturePolitical scienceImmigration policyGovernment (linguistics)Immigration reformEquity (law)Immigration lawLaw

Abstract

fetched live from OpenAlex

The National Action Committee on the Status of Women (NAC) agrees that there are several problems with the Immigration Act in Canada and that it needs to be changed. Indeed, individual women's groups and NAC have over the years made several specific recommendations to deal with problems of equity and fairness in the Immigration Act, immigration policies, and immigration process. When the Canadian government initiated the process of review and change of the Immigration Act (of 1978, which is still in effect), NAC hoped that this process would be based on such principles. NAC is disappointed, however, to observe that The Immigration Legislative Review report, Not Just Numbers: A Canadian Framework for Future Immigration, the document which is expected to guide this process, is very much a product of anti-immigrant, anti-refugee, and racist sentiments. We are concerned with the cynical attitude towards immigrants, especially those immigrants coming from non-traditional source countries, which colours the spirit and the tone of the document. The Immigration Legislative Review report recommends a centralized decision-for both overseas and inland refugee claims processing (Recommendation 83). Currently, there are two different sets of criteria applied to refugee claims. Whereas the inland system focuses mostly on the need for protection, overseas claims equally takes into consideration the likelihood of the applicant to adapt successfully in Canada. The vast majority of inland claimants are men while the pool of overseas claimants (residing in refugee camps) are primarily women and children. Women and children are less likely than men to afford the means to travel to Canada to make an inland claim, and are also less likely than men to meet the criteria of the, "likelihood of successfully adapting to life in Canada," used in overseas claims. The report criticizes the latter criteria as it "gives priority to the most economically viable of the world's refugee population rather than those most in need." The elimination of the "adaptation" criteria (Recommendation 88) may potentially benefit women and children. NAC is in support of such a move. In 1993, Canada took leadership in the world for development of more inclusive criteria that included gender-based persecution. While the Immigration Act was not amended to officially change the definition of who was a refugee, The Immigration and Refugee Board (IRB) adopted the "Guidelines on Women Refugee Claimants Fearing Gender-Related Persecution." While the IRB Guidelines have been limited in their application as they only dealt with inland claims, they have been at least a symbolic first attempt to recognize gender-related persecution. The Immigration Legislative Review report makes no mention of the Guidelines and what would happen to them with the elimination of the IRB, as proposed. The absence of any references to gender-related persecution is particularly interesting because Chapter 7 dealing with refugee protection, is probably the only part of the report acknowledging gender inequalities in the system. We question why the report would, on the one hand, demonstrate gender sensitivity by justifying the unification of the refugee claims processing on the grounds that the present system creates inequalities because of gender differences in who can gain access to inland processing, and on the other hand, be totally silent on other issues regarding gender bias in refugee-determination criteria.

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)0.060
metaresearch head score (Gemma)0.105
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: Not applicable
GenreCandidate signal: Other · Consensus signal: none
Teacher disagreement score0.133
Threshold uncertainty score0.964

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0600.105
Meta-epidemiology (narrow)0.0020.003
Meta-epidemiology (broad)0.0030.003
Bibliometrics0.0040.005
Science and technology studies0.0340.012
Scholarly communication0.0240.006
Open science0.0130.006
Research integrity0.0650.056
Insufficient payload (model declined to judge)0.0120.006

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 head0.057
GPT teacher head0.383
Teacher spread0.326 · 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 designNot applicable
Domainnot available
GenreOther

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

Citations2
Published2023
Admission routes1
Has abstractyes

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