Prostitution policy beyond trafficking: collaborative governance in prostitution
Bibliographic record
Abstract
Chapter Six argues for collaborative governance as an effective response to the domain-specific challenges of prostitution policy, as well as to the inadequacy of the traditional policy responses of adversarial interest group policy and managerialist policy implementation. Collaborative governance is a mode of governance in which public agencies engage with various stakeholders to jointly deliberate about public problems in a carefully designed arrangement. This, however, requires the presence of sex worker advocacy organizations to establish a productive working relationship with government partners. The chapter explores the literature on sex worker organisations and concludes that their preferred organizational form of independent collectivism does not need to be an obstacle to long-term working relationships with others. The chapter then discusses several successful cases in Vancouver, The Netherlands and New Zealand in which sex worker organizations established long-term relationships of trust with government partners, successfully managed complex contracts, and exerted moral leadership in the domain of prostitution. In all these instances, prostitution policy was more effective and humane.
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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 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.002 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.001 | 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, not a consensus.
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".