The WiseGuyz Program: Sexual Health Education as a Pathway to Supporting Changes in Endorsement of Traditional Masculinity Ideologies
Bibliographic record
Abstract
Given the growing interest in the impacts of gender ideology on adolescent boys’ well-being, there is a call for programs to support the development of healthy and positive constructs of masculinity. The WiseGuyz program at the Calgary Sexual Health Centre is a sexual health and healthy relationship program addressing the need for interventions that promote positive and healthy constructs of masculinity identified in the literature. Using the Male Role Norms Inventory Scale–Adolescent–revised (MRNI-A-r) standardized scale and focus groups, data were gathered from 52 adolescent boys enrolled in the WiseGuyz program. Results suggest that participation in the WiseGuyz program lessens boys’ endorsement of traditional masculinity ideologies, as indicated by changes in the MRNI-A-r and focus group data.
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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 | 0.005 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 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".