Bibliographic record
Abstract
Jamie Lee Hamilton once served on the Parks Board of Vancouver is an ex survival sex worker and passionate outspoken advocate for many causes including survival sex workers and the homeless in Vancouver. Jamie Lee speaks about testifying at the Missing Women’s Commission of Inquiry in Vancouver 2012 and why that was important to her. She also reveals what it was like working as a survival sex worker in Vancouver, how over 20 years attitudes and policies evolved directly related to the Vancouver Police and the City of Vancouver, ultimately forcing sex workers into ‘containment areas’. There is also candid testimony from Jamie Lee remembering back to the late 1990’s in Vancouver knowing there was a serial murderer on the loose, and how vulnerable she and other survival sex workers felt. She discusses the feeling that the Vancouver police were not doing enough to ensure survival sex workers safety. The killer would later be determined to be Robert Pickton who was charged with second degree murder of killing six survival sex workers. 
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How this classification was reachedexpand
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) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.001 | 0.000 |
| Insufficient payload (model declined to judge) | 0.009 | 0.010 |
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 itClassification
machine, unvalidatedMachine predicted; both teacher heads agree on what is shown here.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".