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Record W7164039017 · doi:10.5281/zenodo.20608680

THE DIASPORA OF BRAZILIAN INTERNATIONAL STUDENTS IN QUEBEC CITY: A PORTRAIT OF LAVAL UNIVERSITY

2025· article· en· W7164039017 on OpenAlexaboutno aff
Mariá Boeira Lodetti, Vitoria Nathália Do Nascimento, Lucienne Martins Borges

Bibliographic record

VenueZenodo (CERN European Organization for Nuclear Research) · 2025
Typearticle
Languageen
FieldSocial Sciences
TopicMigration, Racism, and Human Rights
Canadian institutionsnot available
Fundersnot available
KeywordsPortraitDiasporaLatin AmericansDescriptive statisticsInternationalizationSubject (documents)Higher educationDeveloping country

Abstract

fetched live from OpenAlex

Brazil is the main source of enrollments for South American students in Canada. In 2023, 15,615 Brazilian students were in Canada with study permits. Different bilateral agreements on education and culture between Canada and Brazil justify this scenario when compared to other Latin American countries. From 2011 and onwards, programs for technological development were created in Brazil, with the creation of CAPES and CNPq scholarships. Since 2012, Canada has been among the destination countries for these programs and due to the language possibilities in English and French. With regard specifically to Quebec, a French-speaking province, bilateral agreements with Brazil have existed since 1988, thus enabling internationalization partnerships, the development of highly qualified human resources and the implementation of tuition exemption measures for Brazilian students. It is worth noting that the number of students is higher in postgraduate, master's and doctoral programs. This is justified by the fact that all students at universities in Canada must bear tuition costs. In the case of foreign students, they must also pay an additional tuition fee that is inversely proportional to the level of study. This paper aims to present a portrait of the Brazilian academic diaspora at Laval University, Quebec City. To this end, official data from the university's student registration office were collected and the data was subject to a simple descriptive quantitative analysis. This portrait will discuss the sociodemographic data of Brazilian students enrolled at the university such as age, city of origin and legal status in Canada. In addition, data related to academic trajectory, such as level and study program, will also be discussed. When comparing these data with available research on the Brazilian academic diaspora in Canada, some findings were observed. The first observation refers to the continued restricted access to these international opportunities for certain social classes, which is even more intensified in the context of a French-speaking province. Although these international experiences make it possible to train highly qualified resources, it is observed that many of these students decide to settle in the country for the long term, which reinforces a phenomenon of "brain drain" in Brazil.

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)0.001
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesInsufficient payload (model declined to judge)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.786
Threshold uncertainty score0.999

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0010.000
Scholarly communication0.0000.000
Open science0.0010.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0020.000

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 head0.018
GPT teacher head0.281
Teacher spread0.263 · 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.

Study designNot applicable
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

Citations0
Published2025
Admission routes1
Has abstractyes

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