A Prospective Study of Sex-Specific Effects of Major Depression on Alcohol Consumption
Bibliographic record
Abstract
OBJECTIVE: To evaluate the impact of major depression on alcohol use in the Canadian general population. METHOD: This study was based on a 2-year follow-up of the Canadian National Population Health Survey (NPHS) longitudinal cohort. Subjects reporting various patterns of drinking, with and without major depression, were selected using the 1994-95 NPHS data. Data collected during a reevaluation of these subjects 2 years later were analyzed to determine whether having major depression at the 1994-95 interview predicted subsequent changes in drinking patterns. RESULTS: Subjects who were depressed in 1994-95 were generally not at higher risk of starting drinking or drinking more frequently than once a week. However, women who were depressed, especially those who were 19 years old or older, were at higher risk of having 5 or more drinks at least once monthly. CONCLUSION: These results confirm that mood disorders can impact on alcohol consumption in women. A component of the well-known association between alcohol consumption and major depression is due to "reverse" causal effects. Proper management of depression in women may contribute to the prevention of problem drinking.
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How this classification was reachedexpand
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 | 0.000 | 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 | 0.000 | 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) | 0.000 | 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".