MétaCan
Menu
Back to cohort
Record W3192009606

A Critical Policy Analysis of the Implementation of the Bi-Literacy and Trilingualism Language Policy in Hong Kong: From a Postcolonial Perspective

2021· article· en· W3192009606 on OpenAlex
Yulong Li

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.

venuePublished in a venue whose home country is Canada.
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

VenueSFU Educational Review · 2021
Typearticle
Languageen
FieldSocial Sciences
TopicMultilingual Education and Policy
Canadian institutionsnot available
Fundersnot available
KeywordsLanguage policyMandarin ChineseLiteracyCurriculumGovernment (linguistics)ChinaPolitical sciencePublic policyResistance (ecology)SociologyPedagogyLinguisticsLaw
DOInot available

Abstract

fetched live from OpenAlex

On 1st of July, 1997, the sovereignty of Hong Kong was transferred to the People’s Republic of China and the Bi-literacy (Chinese and English) and Trilingualism (Cantonese, Mandarin, and English) Language Policy was initiated by the Hong Kong Special Administrative Region Government in order to include Mandarin alongside English and Cantonese as the official languages of Hong Kong to be taught in the public school curriculum. However, there was much resistance to this policy and cases of discrimination against Mandarin and its speakers, even in schools, were reported. Using the framework of Contexts of Policy Making, this study examined the implementation of the Bi-literacy and Trilingualism language policy in Hong Kong. The analysis reveals that the resistance to Mandarin on the part of the populace of Hong Kong can be understood from the perspectives of postcolonialism and anti-cultural imperialism. This analysis makes a useful resource for policy makers to refine the Bi-literacy and Trilingualism Language Policy in the future.

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)0.000
metaresearch head score (Gemma)0.008
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMetaresearch
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.893
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.008
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.003
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0010.000

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 head0.034
GPT teacher head0.559
Teacher spread0.525 · 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