'About time!' Insights from Research with Pride: a community-student collaboration
Bibliographic record
Abstract
Research with Pride (RwP) was a community-student collaborative initiative to promote and build capacity for community-based research exploring health and wellness in lesbian, bisexual, trans and queer (LGBTQ) communities. The event took place at University of Toronto's Dalla Lana School of Public Health (DLSPH) in September 2009, and engaged over 100 students, community members and academic researchers in a full day of discussion, learning and networking. RwP was initiated by a group of graduate students in Health Promotion who identified a gap in resources addressing LGBTQ health, facilitating their further learning and work in this area. By engaging in a partnership with a community service organization serving LGBTQ communities in downtown Toronto, RwP emerges as a key example of the role of community-student partnerships in the pursuit of LGBTQ health promotion. This paper will describe the nature of this partnership, outline its strengths and challenges and emphasize the integral role of community-student partnerships in health promotion initiatives.
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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 | 0.048 | 0.058 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.003 | 0.002 |
| Science and technology studies | 0.043 | 0.033 |
| Scholarly communication | 0.027 | 0.020 |
| Open science | 0.004 | 0.034 |
| Research integrity | 0.008 | 0.018 |
| Insufficient payload (model declined to judge) | 0.005 | 0.001 |
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".