Alcohol Outlets and Community Levels of Interpersonal Violence
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
This study examined the association between alcohol outlets and violence. Employing Cincinnati block groups as units of analysis, the authors estimated spatially lagged regression models to determine if the variation in spatial density of alcohol outlets is related to the spatial density of simple and aggravated assaults. The authors estimated separate models for off-premise outlets, bars, and restaurants. The results revealed a positive and significant association between outlet density and assault density. This association held for simple and aggravated assaults and for total outlet density and the density of each type of outlet. Further tests showed the outlet-violence association to be stronger for off-premise outlets relative to bars and restaurants and for simple relative to aggravated assaults. Estimation of attributable fractions (AFs) showed that off-premise outlets may account for approximately one-quarter and one-third of simple and aggravated assaults, respectively.
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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 | 0.006 | 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 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| 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