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Record W4408952077 · doi:10.1163/24688800-20251403

Political Representation, Policy Actors, and Indigenous Language Policy in Taiwan

2025· article· en· W4408952077 on OpenAlexaff
Cassandra Preece

Bibliographic record

VenueInternational Journal of Taiwan Studies · 2025
Typearticle
Languageen
FieldSocial Sciences
TopicChina's Ethnic Minorities and Relations
Canadian institutionsMcMaster University
Fundersnot available
KeywordsIndigenousPoliticsRepresentation (politics)Language policyPolitical scienceLinguisticsPolitical economySociologyLaw

Abstract

fetched live from OpenAlex

Abstract Taiwan’s Indigenous Language Development Act (2017) was developed by a variety of actors and circumstantial dynamics over more than a decade. But what actors have been involved in both the development and implementation of the Act? This article bridges discussions on Indigenous language policies and policy actors by expanding the traditional notions of democratic representation. It investigates who contributes to the policies that represent the interests of Indigenous groups in Taiwan. Building on existing empirical studies in Taiwan, this article presents initial observations from recent fieldwork in Taiwan and provides preliminary insights and recommendations for future research on political representation and Indigenous language policies in Taiwan and beyond. While a variety of institutional and non-institutional actors are discussed, the article finds that the Council of Indigenous Peoples is the critical actor in Taiwan, playing both a policymaking role and representative role within the realm of Indigenous language policy.

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)0.001
metaresearch head score (Gemma)0.003
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 score0.573
Threshold uncertainty score0.815

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.003
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0000.000

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 head0.029
GPT teacher head0.447
Teacher spread0.418 · 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

Citations0
Published2025
Admission routes1
Has abstractyes

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