Parental socioeconomic status and binge drinking in adolescents: A systematic review
Bibliographic record
Abstract
BACKGROUND AND OBJECTIVES: Binge drinking is a phenomenon of excessive alcohol use seen in many countries. The objectives of this systematic review are a) to investigate the effect of parental socioeconomic status on binge drinking in adolescents, b) to compare how binge drinking and parental socioeconomic status was measured across studies, and c) to compare the differences between developed and developing countries. METHOD: We searched PsycINFO and Ovid Medline databases for articles up to January 2016. Parental socioeconomic status is defined as household income, parental educational level, and parental occupational status. Binge drinking is defined as at least 4/5 alcohol drinks on a single occasion. RESULTS: Four hundred and fourteen articles were granted from the databases search with an additional 28 articles were hand-searched through bibliographies. After abstracts and full-text were reviewed, a total of 20 studies have met inclusion criteria for this systematic review. In developed countries, included studies were done in the United States, United Kingdom, Norway, Sweden, France, Netherlands, Hong Kong, and Canada. In developing countries, included studies were done in China and Brazil. CONCLUSIONS: The majority of studies find no relationship between parental socioeconomic status and binge drinking in adolescents. However, studies that were done in developing countries yielded a weak positive association when no such association was found in developed countries. The variation on measuring binge drinking and parental socioeconomic status is discussed. SCIENTIFIC SIGNIFICANCE: These findings may inform healthcare systems in prevention and intervention for binge drinking among adolescents (Am J Addict 2016;25:610-619).
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.004 | 0.027 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.005 | 0.005 |
| Bibliometrics | 0.007 | 0.009 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.002 | 0.002 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.002 | 0.001 |
| Insufficient payload (model declined to judge) | 0.004 | 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 source (direct Gemma or distilled Codex), 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".