Anu’s story: Unpacking the conflation of sex work and sex trafficking
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
Using I-poems and poetic inquiry, this paper takes a case study approach to discuss the distinctions between consensual sex work and sex trafficking by situating the knowledge and lived experience of a first-generation South Asian Canadian independent indoor sex worker. Through Anu’s words describing her own experiences with both empowering work and instances of exploitation, this paper posits that engaging in the sex trade is legitimate work when workers have agency. Despite the stereotypes perpetuated in anti-trafficking discourse, especially of South Asian women, Anu defies the expected role of a helpless trafficking victim. In highlighting Anu’s story, we aim to provide a complexified and nuanced view of sex trafficking and its common conflation with consensual sex work. This conflation leads to further harm, as can be seen in Anu’s story, when anti-trafficking legal measures do not provide safety nor justice for sex workers who experience exploitation but are not perceived as adhering to controlling narratives of a “marketable victim.”
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