Seeing the Shadow Women: The Hidden Victims of Prostitution
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
A group of hidden victims of prostitution has been brought to light by Ingeborg Kraus, a trauma therapist in Germany, and Andrea Heinz, a woman with experience in the sex trade in Canada. Dignity has published four articles by these two writers in the last year. Their nascent body of work is uncovering important new information and perspectives on prostitution. Through their own experience and interviews with wives of sex buyers and women with sex trade experience they show us a more holistic view of the harm of prostitution. They write about the wives and families of men who are involved in prostitution. They describe how the shadow women suffer from the harm of prostitution. By broadening the analysis of the negative impact of prostitution on women and the community they conclude that legitimizing prostitution as sex work is a mistake that undermines our collective regard for all women and their personal dignity and genuine sexual integrity
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 | 0.001 |
| 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