“I Am Not Alone in This” : An Ethnographic Exploration of Transgender Community in Calgary, Alberta, Canada
Bibliographic record
Abstract
This thesis focuses on membership and participation in transgender (and, by extension, queer) communities in Calgary, Alberta, Canada. It is informed by queer feminist theories of gender as well as anthropological theory and methodology and is based on a two month fieldwork period with particular reliance on semi-structured interviews. It explores participants’ experiences of gender policing and transgressing heterosexual norms as well as their experiences with taking part in trans and queer communities in contemporary Calgary. Further, it advances a critical perspective on ideas of transgender as a singular homogenous category or community and calls attention to gaps between queer theories of gender and the lived experiences of trans folk. Finally, it suggests how anthropological methodology could be helpful in addressing these problems and how a greater anthropological engagement with queer and transgender studies could be fruitful for both areas of study.
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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 | 0.003 | 0.004 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.003 | 0.005 |
| Science and technology studies | 0.045 | 0.013 |
| Scholarly communication | 0.006 | 0.002 |
| Open science | 0.004 | 0.005 |
| Research integrity | 0.002 | 0.003 |
| Insufficient payload (model declined to judge) | 0.004 | 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".