MétaCan
Menu
Back to cohort
Record W2131015155 · doi:10.7202/1024295ar

Transparency, Corruption, and Democratic Institutions1

2014· article· en· W2131015155 on OpenAlexvenueno aff
Graham Hubbs

Bibliographic record

VenueLes ateliers de l éthique · 2014
Typearticle
Languageen
FieldSocial Sciences
TopicCorruption and Economic Development
Canadian institutionsnot available
Fundersnot available
KeywordsTransparency (behavior)DemocracyScrutinyInstitutionPublic institutionPolitical scienceLaw and economicsSociologyLanguage changePublic administrationLawPoliticsPhilosophy

Abstract

fetched live from OpenAlex

This essay examines some of the institutional arrangements that underlie corruption in democracy. It begins with a discussion of institutions as such, elaborating and extending some of John Searle’s remarks on the topic. It then turns to an examination of specifically democratic institutions; it draws here on Joshua Cohen’s recent Rousseau: A Free Community of Equals . One of the central concerns of Cohen’s Rousseau is how to arrange civic institutions so that they are able to perform their public functions without being easily abused by their members for individual gain. The view that Cohen sketches on behalf of Rousseau offers a clear framework for articulating institutional corruption in democracy. With this account of democratic institutions in place, the essay turns the discussion to the role of transparency in deterring institutional corruption. The basic thought here is perhaps unsurprising: to ensure that a democratic institution is serving its public function and not being manipulated for self-interested gain, its activities must be subject to public scrutiny, and so these activities must be transparent to the public. Saying this makes the role of transparency in a well-functioning democracy clear, but it does not settle how transparency is to be realized. The essay argues that transparency can be realized in a democracy only by an extra-governmental institution that has several of the familiar features of the press. If this is correct, it follows that in its design and in many, though not all, of its activities, WikiLeaks provides a contemporary example of such an institution.

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: Not applicable · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.828
Threshold uncertainty score0.393

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 studies0.0010.000
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 head0.020
GPT teacher head0.273
Teacher spread0.253 · 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 designNot applicable
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

Citations4
Published2014
Admission routes1
Has abstractyes

Explore more

Same venueLes ateliers de l éthiqueSame topicCorruption and Economic DevelopmentFrench-language works237,207