Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
Abstract Homonationalism, as defined by Jasbir Puar, refers to the growing embrace of LGBT rights by (mostly Western) nations, as well as the parallel complicity of lesbian, gay, bisexual, and transgender (LGBT) individuals and associations with nationalist politics. First developed in the context of the U.S. “war on terror,” where the United States presented itself as exceptionally LGBT-friendly in contrast to “homophobic” Muslim others, the concept of homonationalism was quickly adopted by authors across the world and in different disciplines, writing on a number of LGBT-friendly in-groups in contrast to a number of homophobic out-groups. Besides the United States, other Western countries figure prominently as in-groups in this literature, particularly Western and Northern European ones, but also larger regions such as the European Union (EU) as well as subnations such as Catalonia and Québec. Muslims constitute the most prominent out-group in homonationalist discourses, although other groups and regions also appear, in particular, African countries and, in the European context, Central and Eastern Europe as well as Russia. In each case, a simplistic opposition is set up between a homogeneously modern and LGBT-friendly “us” and an equally homogeneous antimodern homophobic “them.” These discourses are prominent in (often right-wing) politics but are equally replicated across a range of media, which play a crucial role in the spread of homonationalist discourses but remain underexplored to date.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
Full frame distilled prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.002 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.002 | 0.001 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.001 | 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 it