“The Sisterhood is Watching”: Challenging Identity and Agency in Citizenship
Bibliographic record
Abstract
“The Garneau Sisterhood is watching”, warns an impromptu poster in the Garneau community, following a police warning for women to take safety precautions subsequent to announcements of a serial rapist in the area. In this context, tensions exist between the individual, the state and the collective. In this interpretivist study, we invoke the lens of feminist theory to examine the relationship between identity and agency in a collective conceptualization of the citizen. Through content analysis of a sampling of public media, we present the case of the Garneau Sisterhood to consider the relationship between collective identity and agency in challenging the constraints of individualist notions of citizenship. Finally, we argue that feminist citizenship education is needed to engage the notion of collective identity and agency as a source of empowerment for students, and other citizens, to raise issues of importance in the public sphere.
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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 | 0.006 | 0.008 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.002 | 0.001 |
| Science and technology studies | 0.013 | 0.040 |
| Scholarly communication | 0.007 | 0.009 |
| Open science | 0.001 | 0.006 |
| Research integrity | 0.003 | 0.003 |
| 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".