Urban/rural and gender differences among Canadian emerging adults
Bibliographic record
Abstract
Although cultural and subcultural differences during the transition to adulthood have been examined, important factors like rural/urban upbringing and gender differences among Canadian emerging adults have been neglected. The present study explored developmentally significant tasks including criteria for adulthood, beliefs about religiosity, and risk-taking behaviors among 287 male and female Canadian emerging adults from rural and urban backgrounds. Results revealed that compared to their urban counterparts, rural emerging adults were more likely to place importance on role and biological transitions as criteria for achieving adulthood, and engaged in more risk-taking behaviors (excluding smoking). Female emerging adults were more likely to believe in the importance of role transition, norm compliance, and family capacities compared to males, and were more likely to smoke. In contrast, males were more likely than females to espouse the importance of biological transitions and engage in non-smoking risk behaviors. These findings were interpreted in light of sociocultural and gender socialization differences among emerging adults from rural and urban upbringings.
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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 | 0.000 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.003 | 0.001 |
| Scholarly communication | 0.001 | 0.000 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.003 | 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".