Antecedent Variables and Consequences of Religiosity on Fraud
Why this work is in the frame
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Bibliographic record
Abstract
This study aims to analyze the antecedent variables of religiosity (suitability of compensation, money ethics and internal control system) and the consequences on accounting fraud among regional officials. The study method used here was descriptive quantitative method with a correlation approach, the sampling used purposive sampling technique. Data collection in this study was conducted by distributing questionnaires to the officials of the Regional Work Units (SKPD) of Serang City and Regency. Data analysis used Structural Equation Modelling (SEM) with SmartPLS program. The results of the study showed that the suitability of compensation had a negative effect, money ethics had a positive effect, the internal control system had a negative effect and religiosity had a negative effect on accounting fraud among the regional officials. Then the suitability of compensation, money ethics and internal control systems were proved to be the antecedent variables of religiosity.
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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 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| 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