MétaCan
Menu
Back to cohort
Record W4308214620 · doi:10.3138/jcfs.53.3.030

Migration, Marriage, and Cohabitation Among Hispanic Immigrant Women in the United States

2022· article· en· W4308214620 on OpenAlexvenueno aff
Zohra Ansari-Thomas

Bibliographic record

VenueJournal of Comparative Family Studies · 2022
Typearticle
Languageen
FieldSocial Sciences
TopicFamily Dynamics and Relationships
Canadian institutionsnot available
FundersEunice Kennedy Shriver National Institute of Child Health and Human Development
KeywordsCohabitationSocioeconomic statusImmigrationDemographic economicsDemographyNational Survey of Family GrowthInternal migrationPopulationPolitical scienceSociologyEconomicsFamily planningResearch methodology

Abstract

fetched live from OpenAlex

Prior research shows links between the timing of migration and family formation, particularly childbearing, among Hispanic immigrants in the United States, with implications for women's socioeconomic well-being. However, temporal connections between migration and union formation, particularly non-marital cohabiting unions, remain underexplored. As cohabiting unions have long coexisted with marriage in parts of Latin America, this omission may be particularly misrepresentative of the family formation strategies of Hispanic immigrants. Drawing on data from the National Survey of Family Growth (2011-2017), I examined the association between the timing of migration and entry into first marital or non-marital (cohabiting) union, treating marriage and cohabitation as competing events for first union type. Among women whose first union was non-marital, I also examined the relationship between migration and the likelihood of transitioning out of the non-marital union, either through marriage or union dissolution. Results showed that marriage formation was high the year of migration, and increased again only after 6 years post-migration, whereas cohabitation was high the year of migration and continued to increase with each period following migration. Furthermore, non-marital unions formed prior to migration were likely to transition to marriage or dissolve, while those formed after migration were likely to remain non-marital. These findings point to distinctions in the types of partnerships formed before and after migration and to the salience of non-marital unions for women who migrate unpartnered, demonstrating the need for further research on the socioeconomic integration and well-being of unmarried or cohabiting immigrant women, and the dynamic connections between migration, gender, and family.

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)0.001
metaresearch head score (Gemma)0.002
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.064
Threshold uncertainty score0.126

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.002
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.001
Science and technology studies0.0010.000
Scholarly communication0.0010.000
Open science0.0000.001
Research integrity0.0000.001
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 head0.068
GPT teacher head0.347
Teacher spread0.279 · 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 designObservational
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
Published2022
Admission routes1
Has abstractyes

Explore more

Same venueJournal of Comparative Family StudiesSame topicFamily Dynamics and RelationshipsFrench-language works237,207