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Record W4205341406 · doi:10.1111/aspp.12621

Education, language, and conflict in Myanmar's ethnic minority states

2022· article· en· W4205341406 on OpenAlexafffund
Jacques Bertrand

Bibliographic record

VenueAsian Politics & Policy · 2022
Typearticle
Languageen
FieldSocial Sciences
TopicAsian Geopolitics and Ethnography
Canadian institutionsUniversity of Toronto
FundersInternational Development Research Centre
KeywordsEthnic groupDecentralizationState (computer science)FederalismDemocracyPolitical sciencePoliticsInclusion (mineral)CurriculumSociologyPublic administrationPolitical economyGender studiesLaw

Abstract

fetched live from OpenAlex

Abstract To what extent did the democratic environment in Myanmar allow ethnic minority groups to promote their language and culture? After the opening of the political regime in 2011, Myanmar's ethnic minority groups placed high hopes in securing new rights and powers to manage their own states and preserve their culture. While the state implemented new opportunities for education of ethnic languages and culture, I argue that these small improvements are dwarfed by the continued Burmanization of ethnic minorities, and the strength of the Bamar‐dominated state. Despite the reform of the educational curriculum, the gains made are relatively modest. More effective decentralization and inclusion of these issues when discussing more genuine federalism would help to improve ethnic groups' ability to maintain their language and culture. This article draws on data from a survey conducted in 2019, as well as interviews in Chin, Kachin, and Karen states between 2015 and 2019.

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 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)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Theoretical or conceptual · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.507
Threshold uncertainty score0.891

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.001
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 head0.017
GPT teacher head0.359
Teacher spread0.342 · 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 teacher head, not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designTheoretical or conceptual
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
Published2022
Admission routes2
Has abstractyes

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