A Double‐Edged Sword: The Countervailing Effects of Religion on Cross‐National Violent Crime
Why this work is in the frame
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Bibliographic record
Abstract
Objective There has been a growing interest in the relationship between culture and crime in recent years, but there is little research investigating the role of religion. To clarify this empirical cleavage, we propose a Durkheimian model of the countervailing effects of religion on violent crime. Methods We test our propositions with robust linear models and a large country sample ( N = 100). Results We show that religious intensity and belief in an active God are not significantly associated with intentional homicide. However, religious intensity is positively and significantly associated with assault. We also find that belief in an active God is negatively and significantly associated with assault and has a stronger effect than several structural variables. Conclusion The findings provide partial support for our Durkheimian model and suggest that cultural factors are important for predicting certain types of violent crime.
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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 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.009 | 0.003 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.001 | 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