MétaCan
Menu
Back to cohort
Record W2547531793 · doi:10.1075/sibil.42.18poy

12. Reluctant migrants

2011· book-chapter· en· W2547531793 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.

aboutThe title or abstract carries a Canadian signal from the geographic lexicon.
no affNo Canadian affiliation: this work is invisible to an affiliation-only frame.
No Canadian affiliation. An affiliation-only frame, the usual design, would never have seen this work. It is one of the works that make the case for inverting the frame.

Bibliographic record

VenueStudies in bilingualism · 2011
Typebook-chapter
Languageen
FieldSocial Sciences
TopicEducation Systems and Policy
Canadian institutionsnot available
Fundersnot available
KeywordsSocializationImmigrationMulticulturalismCompetence (human resources)Gender studiesPopulationPolitical sciencePsychologySociologyPedagogySocial psychologyDemographyLaw

Abstract

fetched live from OpenAlex

Seven major Hispanic communities have contributed to the multicultural shape of Australia, Salvadorians being one of the prominent groups. As in the United States and Canada, immigration to Australia from El Salvador peaked in the mid 1980s during its civil war. This chapter describes the schooling experiences in Australia of 19 newly arrived Salvadorian children to Australia. It explores their initial schooling experiences, language use, and socialization patterns. This group represents an unusual subset of the total immigrant population insofar as these were the children obliged to accompany their migrant parents, who themselves were reluctant migrants, driven to immigrate by war and its consequences. This study is based on the analysis and interpretation of adult retrospective accounts of students who migrated to Australia between 1985 and 2002 as 8 to 17-year-olds. It discusses the factors that impacted on the socialization process of these young migrants in Australian schools. Overall, it was found that English language competence played an important role in the socialization process of these young Spanish-speaking migrants. Many of the participants experienced great difficulty during their initial school integration in Australia due to their lack of English competence. Bilingual (Spanish-English­) teachers and peer students played a major role in easing the transition of these young Spanish speaking migrants into English-speaking schools in Australia. The strategies proposed by the participants to support Spanish-speaking migrants in their integration into Australian society are reported.

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)0.001
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Other · Consensus signal: Other
Teacher disagreement score0.863
Threshold uncertainty score0.999

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0000.000
Science and technology studies0.0000.001
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 head0.238
GPT teacher head0.443
Teacher spread0.205 · 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