Bibliographic record
Abstract
Fictional works that engage with issues of oppression and marginalization hold utopian potential for queer racialized persons. Queer of colour utopianism is integral for the materialization of queer justice, but its discussion in the context of fiction and law is often limited to fictional utopian societies. Building on the idea that a better world must first be imagined before it can be created, this article argues that reading and engaging with ‘visionary fiction’ is a utopian exercise that benefits the goals of social justice. The article begins with a brief outline of the political implications of the term ‘queer’ and connects that in detail with the lesbian feminist ethics of the vampires in Jewelle Gomez's 1991 novel The Gilda Stories. By underpinning the utopian impulses of Gomez's vampires with José Esteban Muñoz's queer of colour utopianism, this article articulates a broader cultural understanding of utopias and their relevance for social justice visualization.
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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 | 0.006 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.014 | 0.030 |
| Scholarly communication | 0.012 | 0.010 |
| Open science | 0.001 | 0.006 |
| Research integrity | 0.003 | 0.004 |
| Insufficient payload (model declined to judge) | 0.013 | 0.002 |
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".