The Exploitation or Protection of Communities and Exploited Persons?
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
This study was intended to dissect the inner workings of the newly implemented Bill C-36 in Canada, The Protection of Communities and Exploited Peoples Act through a mixed methods approach. This was done through comparing statistical research (demographics, crime data, and overall economic state) within Regina to interviews conducted with those individually involved in prostitution and the community of the city. This study was meant to draw out the differences between what the statistics depict, a growth in the overall safety of Regina, versus the perspectives gained from multiple interviewees. With this mixed method approach I have deduced that Bill C-36 is not achieving what it was set out to do. The conclusion of this paper outlines a variety of alternative measures, aimed at efficiently improving the safety of these women affected by Bill C-36 and the communities of Canada. The solutions proposed are gained from research done pertaining to sex work from this study.
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 | 0.002 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| 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