MétaCan
Menu
Back to cohort
Record W4414690264 · doi:10.63878/jalt1253

FAMILY DYNAMICS AND ENGLISH LANGUAGE ACQUISITION IN MULTICULTURAL HOUSEHOLDS: A CROSS-COUNTRY ETHNOGRAPHIC STUDY

2025· article· en· W4414690264 on OpenAlexaffabout
Dr Reema Qaralleh, Syed Naeem Ahmed, Shazia Hamid, Hafsa Hayee

Bibliographic record

VenueJournal of Applied Linguistics and TESOL (JALT) · 2025
Typearticle
Languageen
FieldSocial Sciences
TopicMigration, Ethnicity, and Economy
Canadian institutionsEarl Haig Secondary School
Fundersnot available
KeywordsHeritage languageEthnographyNeuroscience of multilingualismParticipant observationLiteracyCurriculumIdentity (music)MulticulturalismNegotiationNative-language instruction

Abstract

fetched live from OpenAlex

Multilingual households are rapidly expanding worldwide, yet most research still focuses on monolingual or bilingual families, leaving the dynamics of multilingual households underexplored. Guided by Coleman’s Family Capital Theory, this study investigates how multi-ethnic families in Canada, Pakistan, Jordan, and Saudi Arabia negotiate heritage language transmission alongside English acquisition. Using a cross-country ethnographic design, participant observation, semi-structured interviews, video reminiscences, and archival research were conducted with 40 families (Canada 12, Pakistan 10, Jordan 9, Saudi Arabia 9), including children aged 5–18. Sample sizes were tailored to cultural access and feasibility rather than equal national quotas. Findings reveal that storytelling, moral teaching, and religious rituals are central to preserving heritage languages, while English is prioritized for education and employment. Families experienced accent-related identity issues, reduced heritage language proficiency among younger members, and intergenerational communication gaps. Children’s incidental exposure to digital platforms (e.g., educational apps, YouTube, online religious classes) and the challenges of displacement among migrant families were observed but not systematically measured. The study underscores that English supports integration and mobility but risks weakening cultural and linguistic identity. It recommends that educators and policymakers design pluralist, culturally responsive strategies—such as embedding family-driven literacy practices into curricula and fostering additive bilingualism through community and school partnerships—to sustain heritage languages alongside English. The comparative ethnographic approach offers a replicable framework for future cross-cultural studies. Longitudinal research and systematic examination of digital technologies and displacement contexts are proposed as key directions to advance understanding of intergenerational language maintenance and identity resilience.

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)0.002
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: Qualitative · Consensus signal: Qualitative
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.092
Threshold uncertainty score0.183

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0020.002
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.001
Science and technology studies0.0060.002
Scholarly communication0.0020.002
Open science0.0010.002
Research integrity0.0010.001
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 head0.010
GPT teacher head0.298
Teacher spread0.288 · 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 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

Citations1
Published2025
Admission routes2
Has abstractyes

Explore more

Same venueJournal of Applied Linguistics and TESOL (JALT)Same topicMigration, Ethnicity, and EconomyFrench-language works237,207