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
Gender dysphoria is typically construed as a medical concept. This understanding of gender dysphoria reflects how cisgender people interpret trans experience. This essay proposes an alternative concept of gender dysphoria for critical theory: on this account, gender dysphoria is alienation from cisgender forms of life. If the medicalized concept of gender dysphoria tacitly takes for granted, identifies with, and thereby reinforces cisgender patriarchal society, a critical theory of gender dysphoria instead approaches the issue from the perspective of trans people, their lived experiences and social situation, to offer a critique of society. While the medicalized concept of gender dysphoria refers to a “distress” caused by living in the “wrong-body,” the critical concept of gender dysphoria refers to an alienation as a result of living in the “wrong (cisgender patriarchal) society.” The critical concept of gender dysphoria may become a tool capable of describing the necessary facets of trans experience necessary to form a political coalition. The paper concludes by claiming that trans subjects are the gendered analogue of Marx’s concept of the proletariat.
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 | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.001 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.003 | 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 it