Conceptualizing corruption prevention: a systematic literature review
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
Purpose Existing reviews about corruption and anti-corruption have yet to treat the subject of prevention as the main focus of inquiry. The purpose of this paper is to address this need by analyzing definitions, theoretical underpinnings, methods and sectors of interest within published academic articles. By doing so, the main objective is to clarify the theoretical and conceptual foundations of the prevention of corruption. Design/methodology/approach The research design consists of a systematic literature review, which uses a keyword-string search method across relevant databases. A qualitative and quantitative coding scheme was implemented to provide descriptive statistics. Findings Results show a need for methodological diversity, theoretical debate and a clarification of the definitional foundations of corruption prevention. Specifically, the results underline a need for more interdisciplinary collaboration between the various fields that study the issue. To this end, a conceptualization of corruption prevention is proposed, built around a two by two matrix, to synthesize existing definitions and spark scholarly debate. Practical implications This paper contributes to the field of anti-corruption on a theoretical level by highlighting the current strengths and weaknesses of the inroads made by the existing literature. Moreover, on a practical research level, this paper suggests fruitful lines of inquiry to channel a rapidly expanding field of study. Social implications This paper underlines the need for corruption prevention policymaking to take note of the broad literature emanating from multiple social science disciplines. This paper also underlines the need for policy implementation to consider the socio-historical context and definitional idiosyncrasies of corruption for policy effectiveness. Originality/value A core original contribution of this paper is to advance a definition and conceptualization of corruption prevention. Using two conceptual axes – focus and scope – prevention tools are categorized and analyzed to spark further scholarly debate.
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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 | 0.002 | 0.001 |
| 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) | 0.001 | 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