Relationships of Alcohol Use and Alcohol Problems to Probable Anxiety and Mood Disorder
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
We examine the effects of alcohol consumption and problem drinking on probable anxiety and mood disorder (AMD). Data were taken from the 2000–2006 CAMH Monitor (N = 15,653) general population survey of Ontario adults. Scoring 4+ on the 12-item General Health Questionnaire defined probable AMD, as suggested by recent research. Logistic regression showed that respondents with alcohol problems had significantly increased odds of probable AMD, but those reporting moderate daily alcohol consumption (up to 2 drinks) had decreased odds of probable AMD compared to abstainers. These data replicate other recent research in suggesting that the relationship between alcohol and adverse psychological states, such as psychological distress and probable anxiety and mood disorder, may not be monotonic. Several ways in which selection bias could account for these findings are discussed, as well as other possible causative mechanisms.
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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 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 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