MétaCan
Menu
Back to cohort
Record W4320034931 · doi:10.1093/sp/jxad002

The Problematization of Migrant Maternity: Implications of the “Passport Baby” Narrative in the Canadian Context

2023· article· en· W4320034931 on OpenAlexafffundabout
Lindsay Larios

Bibliographic record

VenueSocial Politics International Studies in Gender State & Society · 2023
Typearticle
Languageen
FieldPsychology
TopicMigration, Health and Trauma
Canadian institutionsUniversity of Manitoba
FundersSocial Sciences and Humanities Research Council of Canada
KeywordsProblematizationNarrativeGender studiesImmigrationContext (archaeology)PoliticsVulnerability (computing)SociologyPublic spherePolitical scienceHistoryLaw

Abstract

fetched live from OpenAlex

Abstract Within the liberal democracies of the global north, fears associated with migrant maternity are a long-standing part of immigration politics. This article raises concerns about what narratives political and public debates on migrant maternity are mobilizing, who they are targeting, and how these narratives shape the experiences of a wide range of migrants in Canada as they access prenatal and obstetric care. The article uses policy and media analysis to examine how migrant maternity is problematized in Canada through the “passport baby” narrative alongside interview data, which illustrates how this narrative impacts the lives of mothers with a range of migrant trajectories. This article argues that this problematization relies on overgeneralizations that overlook the complexity of migration, continues to be shaped by racial discrimination and stereotypes, and results in increased vulnerability for pregnant migrants within Canada.

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 categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.540
Threshold uncertainty score0.951

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 studies0.0010.001
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 head0.108
GPT teacher head0.413
Teacher spread0.305 · 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

Citations7
Published2023
Admission routes3
Has abstractyes

Explore more

Same venueSocial Politics International Studies in Gender State & SocietySame topicMigration, Health and TraumaFrench-language works237,207