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
Whilst sex‐work policy in England and Wales claims gender‐neutrality, local and national prostitution strategies primarily focus on female street‐based sex workers. Men who sell sex are generally absent or inadequately considered in such policies, and measures to regulate commercial sex markets are rarely considered in terms of their impact on male working practice. Drawing on the Coordinated Prostitution Strategy for England and Wales, this paper has two aims: first, to offer a gender‐based critique of the current policy framework for England and Wales by arguing that sex‐work policy is infused by a gendered understanding of sex work in which male identities are neglected or assumed deviant; and second to explore the notion that understanding sex work as it is performed locally is valuable when generating local and national policy. Informed by gendered readings of policy, social understandings of masculinity, and the (in)visibility of male sexual commerce this paper explores male sex work in the context of Manchester, England.
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) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| 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