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Record W3042565988 · doi:10.1386/hosp_00024_1

What does hospitality look like when immigrants are ‘wanted’? The case of the immigration selection process in Quebec, Canada

2020· article· en· W3042565988 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.
fundA Canadian funder is recorded on the work.
aboutThe title or abstract carries a Canadian signal from the geographic lexicon.

Bibliographic record

VenueHospitality & Society · 2020
Typearticle
Languageen
FieldSocial Sciences
TopicMigration, Identity, and Health
Canadian institutionsUniversité de Montréal
FundersSocial Sciences and Humanities Research Council of Canada
KeywordsImmigrationHospitalityAmbivalenceBureaucracyNarrativeSociologyPolitical scienceSelection (genetic algorithm)Public relationsTourismLawSocial psychologyPsychologyPolitics

Abstract

fetched live from OpenAlex

Recent scholarly work in the social sciences has engaged with the concept of hospitality in order to explore immigration dynamics, especially in relation to the situation of asylum-seekers. As an ambivalent concept, it captures the tension between, on the one hand, the act of hosting and welcoming foreigners and, on the other, controlling their entry. In this article, I reflect on the relevance of this concept for the study of the bureaucratic process of selecting qualified immigrants in Quebec, which aims to identify those future ‘skilled’ immigrants who would be most likely to integrate, both culturally and economically. These migrants, far from being unwanted, constitute the core of the federal and provincial immigration policies and the main mechanism through which a foreigner could obtain permanent residency in Canada. Through a fictional narrative based on my fieldwork with permanent residents living in Montreal, I show how the immigration selection system works in practice. Applied to the case of selected immigrants, the concept of hospitality forces us to distinguish practices from national discourses.

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)0.001
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: Qualitative · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.191
Threshold uncertainty score0.986

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.001
Science and technology studies0.0010.000
Scholarly communication0.0000.001
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 head0.012
GPT teacher head0.274
Teacher spread0.262 · 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