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Record W1555915201

Legitimizing Elections Through the Regulation of Campaign Financing: A Comparative Constitutional Analysis and Hope for South Africa

2008· article· en· W1555915201 on OpenAlexaboutno aff
Michael P Lowry

Bibliographic record

VenueBoston College international and comparative law review · 2008
Typearticle
Languageen
FieldSocial Sciences
TopicLegal Issues in South Africa
Canadian institutionsnot available
Fundersnot available
KeywordsPolitical sciencePublic administrationLaw
DOInot available

Abstract

fetched live from OpenAlex

Actual or apparent corruption can seriously undermine any democratic system. This Article examines two approaches to tackling this problem in South Africa. The libertarian approach, used in the United States, embodies a strong presumption against regulation of campaign financing on the basis that it is a violation of the constitutional rights to free speech and association. The weak regulations that result from this system do little to stem the influence of a powerful few on the outcomes of national elections. A better approach for South Africa is the egalitarian model, used in both the United Kingdom and Canada. This model focuses on leveling the playing field for participants. Under this model, rights are subject to greater regulation so long as the government can provide sufficient justification. South Africa’s current system, by requiring proportional national funding of political parties, but leaving private financing largely unregulated, has resulted in a virtual one-party state in which private funding dominates. To solve these problems, South Africa should embrace the egalitarian model by implementing spending caps and increasing transparency.

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: Not applicable · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.986
Threshold uncertainty score0.872

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 studies0.0010.002
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 head0.121
GPT teacher head0.361
Teacher spread0.240 · 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

Citations0
Published2008
Admission routes1
Has abstractyes

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