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Record W3208540028 · doi:10.1515/ldr-2021-0115

The Good Governance Quandary: The Elusive Search for Role Models

2021· article· en· W3208540028 on OpenAlexaff
Michael J. Trebilcock

Bibliographic record

VenueThe Law and Development Review · 2021
Typearticle
Languageen
FieldSocial Sciences
TopicCorruption and Economic Development
Canadian institutionsUniversity of Toronto
Fundersnot available
KeywordsBureaucracyMeritocracyPoliticsRule of lawPolitical scienceCorporate governancePolitical economyGovernment (linguistics)Good governanceAccountabilityDysfunctional familyLaw and economicsPublic administrationLawSociologyEconomics

Abstract

fetched live from OpenAlex

Abstract A substantial consensus has emerged in development circles that the reason why some countries are rich and others poor is largely a reflection of the quality of their institutions – political, bureaucratic, and legal – and that countries with seriously dysfunctional institutions cannot expect to pursue a successful long-term trajectory of economic and social development. Many studies support this consensus, but institutional reform efforts for developed countries have resulted in mixed to weak results; many of these efforts have failed, for example, to establish a robust rule of law to protect the rights of citizens, publicly accountable political regimes, a meritocratic, noncorrupt, and efficient bureaucracy, and an independent media. Reportedly up to 60% of donor-assisted reforms have yielded no measurable increase in government effectiveness. It is inferred from this disappointing result that institutional transplants are often ineffective, and the path dependence, caused by accretions of the particularities of given countries’ histories, cultures, politics, ethnic and religious make-up, and geography leaves each country, for the most part, “to write its own history”.

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)0.002
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesScience and technology studies
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Review · Consensus signal: none
Teacher disagreement score0.993
Threshold uncertainty score0.999

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0020.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0020.000
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 head0.055
GPT teacher head0.321
Teacher spread0.266 · 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.

Study designNot applicable
Domainnot available
GenreReview

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
Published2021
Admission routes1
Has abstractyes

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