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Record W7035934195

âAbout Nothing Without Usâ: A Comparative Analysis of Autonomous Organizing Among People Who Use Drugs and Psychiatrized Groups in Canada

2016· article· en· W7035934195 on OpenAlexaffabout

Bibliographic record

VenueThe Journal of Macrodynamic Analysis (Memorial University of Newfoundland) · 2016
Typearticle
Languageen
FieldPhysics and Astronomy
Topicstochastic dynamics and bifurcation
Canadian institutionsMemorial University of Newfoundland
Fundersnot available
KeywordsHarmNothingCentralityRelevance (law)PoliticsValue (mathematics)EthnographyField (mathematics)Harm reduction
DOInot available

Abstract

fetched live from OpenAlex

Background: A growing body of literature demonstrates the value of autonomous organizations of people who use drugs (PUD) in education, mutual support, and policy debates.Simultaneously, over the past 10 years, Canada has witnessed increased emphasis on what is generally termed (service) user involvement in public health, particularly among PUD and/or psychiatrizatized groups.Paralleling the development of autonomous organizations of PUD in relation to independent groups by and for various psychiatrized constituencies, this article traces the history of Canadian drug/service user organizing with an overt focus on structural barriers, suggesting that the psychiatric survivor and mad movements have served as critical organizing models among PUD.Methods: Drawing from a comparative review of psychiatric survivor/mad initiatives and organizations of PUD, in tandem with observations from the author's cumulative ethnographic field research, this paper conducts a critique of how PUD are positioned in Canadian drug policy.Results: Despite popular perceptions regarding Canada's embrace of harm reduction, recent political shifts have indicated both a clear regression to moral-criminological approaches closely aligned with the U.S. "war on drugs," and the persistence of structural barriers among Canadian PUD.Conclusion: Drawing from evidencedbased research concerning peer-based forms of harm reduction, this paper argues for the fundamental centrality of autonomous organizations by and for PUD in the harm reduction movement at local and global scales, suggesting that addiction research and policy development that neglects the direct involvement of PUD bears little, if any, relevance to the people in whose interests it is ostensibly conducted.

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 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)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.154
Threshold uncertainty score0.472

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0010.002
Science and technology studies0.0000.000
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 head0.006
GPT teacher head0.204
Teacher spread0.197 · 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 teacher head, not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designObservational
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

Citations0
Published2016
Admission routes2
Has abstractyes

Explore more

Same venueThe Journal of Macrodynamic Analysis (Memorial University of Newfoundland)Same topicstochastic dynamics and bifurcationFrench-language works237,207