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Record W1664799466 · doi:10.3968/5201

The Impact of Language Policy on the Development of Bilingual Education for Minorities in China

2014· article· en· W1664799466 on OpenAlexvenueno aff
LI Ya, Songyu Liu, Ghil’ad Zuckermann

Bibliographic record

VenueHigher education of social science · 2014
Typearticle
Languageen
FieldSocial Sciences
TopicChina's Ethnic Minorities and Relations
Canadian institutionsnot available
Fundersnot available
KeywordsBilingual educationLanguage policyLegislationChinaPolitical scienceForeign languageEthnic groupMulticulturalismFirst languageEducation policySociologyEconomic growthPedagogyLinguisticsHigher educationLawEconomics

Abstract

fetched live from OpenAlex

This article talks about the development of language policies that were established since the foundation of People’s Republic of China in 1949. We consider that the language policy as the implementation of governing party’s linguistic sovereignty, which is related to political, educational, economic and social construction. As one of a number of multi-ethnic countries in the world, China has to face the problems of improving the quality and effectiveness of bilingual education for minorities. Compared with mass education, the bilingual education has specific purpose not only basically to transmit universal knowledge and educate its youth, but also to make a contribution for a harmoniously multicultural society via the benefit of maintenance of language diversity, language practice and language planning. According to the different languages used in bilingual education, normally bilingual education is distinguished into two categories in China, bilingual education for minorities and bilingual education for foreign languages. Hereby we are going to discuss the bilingual of minority language and Mandarin. Specifically, we take the development of bilingual education of Tibetan areas in west of Sichuan Province as a case study, analysing the connection between the  main four phases of bilingual education for Tibetan and the implementation of language policy in past sixty years. Obviously, the national policy has an important effect on the use of minority languages for their education and family life. Although the bilingual education cannot be improved only by legislation, still the complete laws allow the educational activities for minorities’ languages and culture to obtain more public recognition to retain it. The implementation of national bilingual education should have specific national goals, educational purpose and language achievement, therefore giving it clear direction for a successful outcome.

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)0.003
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: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.136
Threshold uncertainty score0.270

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0020.003
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.001
Science and technology studies0.0030.002
Scholarly communication0.0030.001
Open science0.0010.003
Research integrity0.0010.001
Insufficient payload (model declined to judge)0.0040.000

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 head0.023
GPT teacher head0.400
Teacher spread0.378 · 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
Published2014
Admission routes1
Has abstractyes

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