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Record W2300355771 · doi:10.6000/1929-4409.2016.05.01

Gender Differences in Substance Use Across Marital Statuses

2016· article· en· W2300355771 on OpenAlexvenueno aff
Sampson Lee Blair, Melissa A. Menasco

Bibliographic record

VenueInternational Journal of Criminology and Sociology · 2016
Typearticle
Languageen
FieldSocial Sciences
TopicHealth disparities and outcomes
Canadian institutionsnot available
Fundersnot available
KeywordsPsychologySubstance useMarital statusClinical psychologySocial psychologyDemographySociologyPopulation

Abstract

fetched live from OpenAlex

Previous studies have noted that the relationship status of adults is substantially linked with levels of substance use. Understandably, the marital status of adults continues well beyond its initial phases, sometimes resulting in divorce, separation, or remarriage. This study seeks to extend our understanding of the linkages between marital status and substance use among adults. Using data from the 2012 National Survey on Drug Use and Health, we examine the substance use levels among a nationally representative sample of 14,715 adults. The analyses indicate that, for both females and males, marriage is, indeed, associated with lower levels of alcohol, cigarette, and marijuana use. Divorced individuals reported the highest levels of substance use. Interestingly, remarried individuals report higher levels of substance use than their counterparts in their first marriage, yet remarried men and women report lower levels of usage than do those who are currently divorced. Contextual and individual characteristics also yield several interesting patterns. In particular, distress and depression are shown to be much stronger predictors of substance use levels among divorced and remarried individuals. Divorced and remarried women, as compared to their male counterparts, are shown to be significantly more influenced by their employment status. The implications of this study are discussed, as are the potentially reciprocal nature of marital status and substance use.

Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.

How this classification was reachedexpand

Full frame machine prediction

Teacher imitation

Not 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.

metaresearch head score (Codex)0.001
metaresearch head score (Gemma)0.003
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.004
Threshold uncertainty score0.015

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.003
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.001
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0040.000

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.

Opus teacher head0.187
GPT teacher head0.416
Teacher spread0.229 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

Machine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designObservational
Domainnot available
GenreEmpirical

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".

Quick stats

Citations9
Published2016
Admission routes1
Has abstractyes

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