The benevolent watch: Therapeutic surveillance in drug treatment court
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 article offers an alternative to the traditional, technocentric and control oriented focus of surveillance studies. Drawing on field work in drug treatment courts (DTCs), I theorize the notion of ‘therapeutic surveillance’ as a seemingly benevolent form of monitoring which also troubles the ‘care/control’ dichotomy familiar to surveillance studies and social theory more generally. I look specifically at the roles of judges, treatment workers and DTC participants in constituting a surveillant assemblage which relies on personal relationships, intimate knowledge and pastoral care. I suggest that surveillance studies can move beyond the panopticon by recognizing the varied ways in which surveillance takes place. These strategies can include benevolent acts and intentions alongside (and sometimes coterminous with) coercive manoeuvres.
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 | 0.000 |
| Science and technology studies | 0.000 | 0.001 |
| 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