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
An emblematic association exists between meat consumption and the gender identity hegemonic masculinity. This association is so strong that men who pursue meatless diets (especially vegans) are likely to be socially ostracized. Heganism is a diet/gender identity that aims to reconstruct hegemonic masculinity with the goal of removing these stigmas attached to male veganism. Yet heganism fails to do this, and, in fact, worsens the marginalization of male vegans. Therefore, heganism ought to be rejected. Instead, an alternative option for reducing the marginalization of male vegans could be found in the emergent literature on non-hegemonic masculinities. By rejecting hegemonic masculinity and publicizing the range of other masculine identities that exist, there is an opportunity for men to utilize their agency and interpret masculinity in their own way – especially with regards to dietary preference. In this way, focusing on non-hegemonic masculinities offers an encouraging avenue for reducing the social stigmas attached to male veganism.
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 | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.000 | 0.002 |
| Science and technology studies | 0.001 | 0.005 |
| Scholarly communication | 0.000 | 0.002 |
| Open science | 0.002 | 0.002 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.007 | 0.013 |
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