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Record W7164323399 · doi:10.5281/zenodo.20640737

HAITIAN IMMIGRATION IN CAMPINAS, SÃO PAULO: A STUDY ON THE ROLE OF MIGRATION PROJECTS

2025· article· en· W7164323399 on OpenAlexaboutno aff
Sophia Damiano Rôvere, Rosana Aparecida Baeninger

Bibliographic record

VenueZenodo (CERN European Organization for Nuclear Research) · 2025
Typearticle
Languageen
FieldSocial Sciences
TopicMigration, Racism, and Human Rights
Canadian institutionsnot available
Fundersnot available
KeywordsImmigrationDestinationsAutonomyConstruct (python library)Human migrationCircular migrationWork (physics)Adaptation (eye)

Abstract

fetched live from OpenAlex

This work derives from doctoral research completed in 2024. The research investigates the migration project of Haitian immigrants in Campinas, São Paulo, analyzing its structural elements, strategies, and future prospects. The migration projects will analyze the possibilities and constraints available at the destination, according to the experience of the pioneer migrants who made the first trip and exchanged experiences about this journey. The analysis of the migration projects of Haitians in Campinas/SP, based on fieldwork and bibliographic review, reveals the complexity of these immigrants' trajectories and their adaptation strategies. The concepts of migrant autonomy (Ma Mung, 2009) and circular knowledge (Tarrius, 2002) help to understand how these immigrants construct their migration projects and their migration ideologies. One of the main elements present in the construction of Haitian migratory projects is the labor aspect, in which paid work is fundamental for sending remittances to family members who remained in the country of origin. In the formulation of future perspectives, there is mainly a desire to migrate to countries in the global north, such as Canada, France, and the US, classic destinations for Haitian immigration. Haitian migration projects in Campinas/SP show that migration is not an isolated event, but a continuous and complex process of learning and adaptation.

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 categoriesScience and technology studies, Insufficient payload (model declined to judge)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: Qualitative
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.427
Threshold uncertainty score1.000

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 studies0.0020.000
Scholarly communication0.0000.000
Open science0.0010.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0010.000

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 head0.031
GPT teacher head0.283
Teacher spread0.252 · 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 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

Citations0
Published2025
Admission routes1
Has abstractyes

Explore more

Same venueZenodo (CERN European Organization for Nuclear Research)Same topicMigration, Racism, and Human RightsFrench-language works237,207