Rooted cosmopolitan identity and internalized homophobia in Farzana Doctor's Stealing Nasreen
Bibliographic record
Abstract
Rooted cosmopolitanism is a concept espoused by renowned philosopher Kwame Anthony Appiah that proposes individuals adhere to two inter-related strands to construct a rooted cosmopolitan identity.The first strand advocates that one puts faith in the equal acceptance and fair treatment of all people regardless of race, gender, or affiliation while the second strand denotes that one should stay rooted in one's own culture and familial values.As a marginalized community, the LGBTQ face various struggles which jeopardize their ability to construct a rooted cosmopolitan identity.Thus, Farzana Doctor's Stealing Nasreen will be examined to discover how an Indian migrant character struggles to construct a rooted cosmopolitan identity in her new home country, Canada, as a result of having internalized homophobia.Internalized homophobia is developed when societal stigma, family values and upbringing that demoralize the LGBTQ are redirected internally resulting in insidious inner conflicts.
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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 | 0.001 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.015 | 0.013 |
| Scholarly communication | 0.004 | 0.002 |
| Open science | 0.001 | 0.003 |
| Research integrity | 0.002 | 0.004 |
| 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".