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Record W4317038158 · doi:10.22329/wyaj.v38.7779

The Triumph of the “Therapeutic” in Quebec Courts: Mental Health, Behavioural Reform and the Decline of Rights

2022· article· en· W4317038158 on OpenAlexafffundvenueabout
Emmanuelle Bernheim

Bibliographic record

VenueWindsor Yearbook of Access to Justice · 2022
Typearticle
Languageen
FieldSocial Sciences
TopicPublic Health and Social Inequalities
Canadian institutionsUniversity of Ottawa
FundersCanada Research ChairsUniversity of Ottawa
KeywordsTherapeutic jurisprudenceMental healthEconomic JusticeLawJurisprudencePolitical scienceCriminologySociologyPsychologyPsychiatry

Abstract

fetched live from OpenAlex

In the Canadian province of Quebec, the role of the courts is crucial in civil, criminal or administrative proceedings concerning mental health: the courts must ensure both public safety and the protection of the rights of defendants. Therapeutic-jurisprudence theory has had a major influence on mental-health court practice over the past 30 years. According to that theory, the court system must take into account the therapeutic effects of the law and the judicial process to promote adherence to treatment by defendants. The empirical analysis of judicial practices in Quebec shows that courts have been the main actors in the decline of rights in mental health. Therapeutic justice has been dominated by discriminatory, controlling and reformist tendencies. These include the trivialization of concerns about the judicialization of groups living in precarious conditions, inconsistent and lifestyle-oriented legal arguments, and treatment-related judicial decisions.

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.

How this classification was reachedexpand

Full frame machine prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.

metaresearch head score (Codex)0.003
metaresearch head score (Gemma)0.006
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.129
Threshold uncertainty score0.939

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0030.006
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0020.002
Science and technology studies0.0140.016
Scholarly communication0.0070.003
Open science0.0020.003
Research integrity0.0040.004
Insufficient payload (model declined to judge)0.0110.000

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 head0.058
GPT teacher head0.381
Teacher spread0.322 · 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

Classification

machine, unvalidated

Machine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designQualitative
Domainnot available
GenreEmpirical

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".

Quick stats

Citations4
Published2022
Admission routes4
Has abstractyes

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