AN ETHNOGRAPHY OF THE PRIDE LIBRARY AT
Bibliographic record
Abstract
Officially founded in 1997, the Pride Library is a pioneering Lesbian, Gay, Bisexual, Trans and Queer (LGBTQ) Canadian information-based organization. Although located within D.B. Weldon Library at the University of Western Ontario, the library maintains a primarily grassroots framework. The Pride Library case study reflects a tradition within LGBTQ communities towards preserving and disseminating information otherwise marginalized by larger society. Operating outside of conventional professional informed and institutionally-dominated models, LGBTQ communities create unique grassroots information organizational contexts. In order to develop a deeper understanding of LGBTQ information organizations, an ethnographic study of the Pride Library was developed. The thesis addresses the library’s use patterns, and approaches to space, materials and labour relations. Findings demonstrate that the Pride Library is not only valued for providing LGBTQ-specific information resources, but also for creating a symbolically significant, socially-oriented and community-based LGBTQ environment.
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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 | 0.002 | 0.005 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.002 | 0.002 |
| Science and technology studies | 0.012 | 0.006 |
| Scholarly communication | 0.004 | 0.003 |
| Open science | 0.001 | 0.004 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.007 | 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".