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Record W2123234319

Studies to Bilingual Education of Chinese University Undergraduate Course

2011· article· en· W2123234319 on OpenAlexvenueno aff
Dayong Yang

Bibliographic record

VenueStudies in literature and language · 2011
Typearticle
Languageen
FieldComputer Science
TopicHigher Education and Teaching Methods
Canadian institutionsnot available
Fundersnot available
KeywordsInternationalizationBilingual educationCurriculumHigher educationChinaCompetition (biology)PedagogyQuality (philosophy)Foreign languageMathematics educationSociologyPolitical sciencePsychologyBusinessLawInternational trade
DOInot available

Abstract

fetched live from OpenAlex

After China joined WTO, foreign exchange is frequent day by day, international competition is intense day by day, social need's talented person not only have to be skilled in respective research area, moreover must be able to carry on wide-ranging international communication, therefore, urgent needs to raise high quality talented person who both are skilled on specialized knowledge and understands foreign language. Bilingual education is that advancement higher education internationalization, it is also powerful action that advancement college education reform, it is also inevitable product that contemporary society internationalization, it is choice inevitably that China and world connection. Implement bilingual education will further enhance Chinese student's international competitiveness. Develops bilingual education is inevitable trend that Chinese higher education reform development. This article take Management bilingual education as an example, it has researched to bilingual education development in Chinese University, it has analyzed Chinese University bilingual education present situation and question, and it analysis reasonable disposition question about curriculum, teaching material and teaching object, and it has made detailed discussion on bilingual educational model, bilingual education course content and bilingual teaching method reform and so on. Key words: Higher Education; Special Course; Bilingual Education; Teaching Method; Educational Model

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: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.050
Threshold uncertainty score0.100

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 studies0.0030.001
Scholarly communication0.0010.001
Open science0.0000.001
Research integrity0.0000.001
Insufficient payload (model declined to judge)0.0070.000

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 head0.036
GPT teacher head0.389
Teacher spread0.353 · 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

Citations6
Published2011
Admission routes1
Has abstractyes

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