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Record W2784015123 · doi:10.5509/201891173

The Impact of Democratization, Political Culture, and Diplomatic Isolation on Think-Tank Development in Taiwan

2018· article· en· W2784015123 on OpenAlexvenueno aff
Pascal Abb, Alan Hao Yang

Bibliographic record

VenuePacific Affairs · 2018
Typearticle
Languageen
FieldSocial Sciences
TopicSocioeconomic Development in Asia
Canadian institutionsnot available
Fundersnot available
KeywordsDemocratizationIsolation (microbiology)PoliticsPolitical scienceDemocracyPolitical culturePolitical economyDevelopment economicsSociologyLawEconomicsBiology

Abstract

fetched live from OpenAlex

Taiwan’s landscape of think tanks, despite having emerged during a time of Leninist one-party governance and state-led economic development not unlike that in Mainland China, is today marked by a substantial agency in conducting both research and advocacy. This sets them apart from their counterparts on the mainland. We ask how this development was shaped by Taiwan’s evolution as a political entity, especially its experience of gradual political liberalization and eventual full democratization by the mid-1990s. In its wake, multiparty competition, factionalism, the emergence of a vigorous civil society, and individual interest groups created an environment in which think-tank services were sought by many competing actors, offering a wide array of funding opportunities for policy research. Additionally, a political culture that stresses expertise and the need to conduct unofficial diplomacy often gave think tanks a privileged position within the system, and they served as key agents in conducting the kind of informal diplomacy made necessary by Taiwan’s loss of diplomatic recognition from the 1970s onwards.We further offer an overview of Taiwan’s think-tank landscape, describing major groups (or types) of institutes and briefly portraying especially prominent cases within them. Finally, we provide two detailed case studies to show how these institutes operate in practice, and how the need for unofficial diplomacy and a recent government change have shaped their activities.

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)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: Qualitative
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.821
Threshold uncertainty score0.392

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0010.001
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 head0.014
GPT teacher head0.302
Teacher spread0.288 · 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 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

Citations2
Published2018
Admission routes1
Has abstractyes

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