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 In this commentary, we explore the implications of the 2024 US elections on trans lives. While we focus on the United States, we situate anti‐trans politics within emerging fascist movements around the world, as the elections have impacts beyond national borders. We examine four areas of impact: the body, public space, legal geographies and mobilities. Trans healthcare and bodily autonomy are under attack in a myriad of legal and legislative venues across the United States, with devastating consequences upon the health and well‐being of trans people, especially youth. These attacks are complemented by legislation that criminalises trans existence in public space, including renewed ‘bathroom bans’ and bans on drag and other gender non‐conforming performances. Undergirding all of these efforts is a fascist attempt to ‘eradicate transgenderism from public life’ in order to safeguard the ‘purity’ of the fascist body politic. This imperative is evident in emergent legal geographies of trans lives, which are increasingly imperiled by the denial of state identification and documentation. Ironically, trans mobility depends on these volatile regimes of legal recognition, and renewed anti‐trans politics perniciously constricts the capacity of trans people to flee jurisdictions where they are being legislated out of existence. We conclude with a brief meditation about what resurgent gender fascism means for the discipline of Geography, arguing that geographers have an ethical and intellectual obligation to protect trans lives and resist fascism.
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 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.003 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.000 | 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