Political Parties’ Campaign Financing in Ghana’s Fourth Republic: A Contribution to the Discourse
Why this work is in the frame
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Bibliographic record
Abstract
The period from 1992 saw Ghana, under pressure from both internal and external sources, embark on the transition to democratic rule. Despite the strides, an issue that has the potential to undermine Ghana’s liberal democratic credentials has centred on the process of political party financing. The purpose of this paper is to analyse how the existing political party financing system in Ghana is negatively impacting on electoral competition and the country’s democratic process. Drawing on secondary sources, this paper shows that, given that it is political resources that drive party vibrancy and competitiveness, a level playing field in terms of public financing of political parties can help in electoral competition and the promotion of the democratic process in Ghana. However, the importance of transparency and accountability, as well as a legal framework that monitors, denounces, sanctions and punishes abuse in the use of public funds, would be crucial if success is to be attained.
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Full frame distilled prediction
Teacher imitationNot 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.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.003 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 0.000 |
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.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it