Criminal networks, unfortunate circumstances, or migratory projects? Researching sex trafficking from Eastern Europe
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
Eastern Europe constitutes a peripheral space of the European Union, in which political and symbolic belonging of the nations is constantly questioned. As the migration of Eastern Europeans challenges and redefines geographical and symbolic borders, sex trafficking emerges as a politicized issue related to the construction of the European identity and the surveillance of the borders. The research on sex trafficking is frequently employed by policy-makers in order to justify the increasing control of migration over the Eastern border. In this article, I explore the diversity of methodological approaches in recent research on migration for sex work from Eastern Europe and discuss its implications for maintaining physical and symbolic Eastern border of the European Union. I distinguish between different perspectives undertaken by researchers and demonstrate the relation between conceptualization of the problem of sex trafficking, methodological approaches, and the way Eastern Europe is described in research projects.
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 | 0.000 | 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 | 0.001 | 0.000 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.001 | 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