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Record W1969150202 · doi:10.2167/lcc337.0

Parents’ Attitudes Toward Heritage Language Maintenance for Their Children and Their Efforts to Help Their Children Maintain the Heritage Language: A Case Study of Korean-Canadian Immigrants

2007· article· en· W1969150202 on OpenAlex

Why this work is in the frame

A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.

affAt least one author lists a Canadian institution in the pinned OpenAlex snapshot.
aboutThe title or abstract carries a Canadian signal from the geographic lexicon.

Bibliographic record

VenueLanguage Culture and Curriculum · 2007
Typearticle
Languageen
FieldSocial Sciences
TopicMultilingual Education and Policy
Canadian institutionsMcGill University
Fundersnot available
KeywordsHeritage languageMainstreamGrandparentImmigrationIdentity (music)PsychologyFirst languageCultural heritageDevelopmental psychologyPedagogyMedicinePolitical science

Abstract

fetched live from OpenAlex

In this study we explore Korean immigrant parents ’ attitudes toward heritage language maintenance for their children and their efforts to help their children maintain Korean as their heritage language in Montreal. Some implications for mainstream school policies and classroom practices are touched on briefly. Data were collected from nine Korean immigrant parents who had a child (or children) between the ages of 6–18 in 2005, using a questionnaire and interviews. The interviews asked about Korean immigrant parents ’ attitudes toward heritage language and cultural identity maintenance for their children and attitudes toward the Korean language, the Korean community, and the Korean churches; four items designed to obtain information about parents ’ efforts to help their children maintain the heritage language both at home and outside of the home were also included. The findings suggest that Korean immigrant parents are very positive toward their children’s heritage language maintenance. Korean parents believe that their children’s high level of proficiency in the Korean language would help their children keep their cultural identity as Koreans, ensure them better future economic opportunities, and give them more chances to communicate with their grandparents efficiently. doi: 10.2167/lcc337.0

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.

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: Qualitative
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.269
Threshold uncertainty score0.848

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 science0.0000.000
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 head0.015
GPT teacher head0.342
Teacher spread0.327 · 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