MétaCan
Menu
Back to cohort
Record W1970171948 · doi:10.3109/16066359.2013.838227

Simultaneously treatable and punishable: Implications of the production of addicted subjects in a drug treatment court

2013· article· en· W1970171948 on OpenAlex

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.

affAt least one author lists a Canadian institution in the pinned OpenAlex snapshot.
aboutThe title or abstract carries a Canadian signal from the geographic lexicon.

Bibliographic record

VenueAddiction Research & Theory · 2013
Typearticle
Languageen
FieldMedicine
TopicHIV, Drug Use, Sexual Risk
Canadian institutionsAIDS Vancouver
Fundersnot available
KeywordsGratitudeSubject (documents)Context (archaeology)AddictionPsychological interventionCriminal justicePsychologyCriminalizationPsychiatryMedicineCriminologyPsychotherapist

Abstract

fetched live from OpenAlex

Drug treatment courts (DTCs) in Canada are often framed as a progressive approach to managing people with addictions who come into contact with the law. In the specialized courts, participants are considered to have a health issue (addiction) that is best managed through a judicial system. Thus, participants in DTCs are considered to be a different type of subject than those in the traditional judicial system. Using data from a 25-month critical ethnography in the Ottawa DTC, this article explores how participants in DTCs are constructed as addicted subjects. Key characteristics of the addicted subject in the Ottawa DTC are presented: (1) an individualistic universal subject who is genderless and dislocated from context; and (2) a treatable subject who requires therapeutic interventions and who displays gratitude and a positive attitude. Implications of these characteristics are explored including (1) how a universal subject affects the type of treatment services offered, particularly gender-specific treatment; (2) how DTCs set up a system whereby individuals who are criminalized gain priority access drug treatment and other services; and (3) how participants receive criminal punishments for non-criminal behavior. It is argued that there is a simultaneous construction of the addicted subject as both treatable and punishable, which has serious consequences on participants in DTCs.

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 imitation

Not 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.

metaresearch head score (Codex)0.001
metaresearch head score (Gemma)0.002
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.605
Threshold uncertainty score0.426

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.002
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.001
Science and technology studies0.0000.001
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0000.000

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.

Opus teacher head0.047
GPT teacher head0.364
Teacher spread0.317 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it