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Record W7134229120 · doi:10.26181/16656844.v1

A highly charged field: mapping energies, currents and desires for reform in Canadian expert responses to drug law

2021· article· W7134229120 on OpenAlexaboutno aff

Bibliographic record

VenueLa Trobe University · 2021
Typearticle
Language
FieldSocial Sciences
TopicCriminal Justice and Corrections Analysis
Canadian institutionsnot available
Fundersnot available
KeywordsExpansiveCausationPoliticsSubversionProcess (computing)Law reformWork (physics)Service (business)

Abstract

fetched live from OpenAlex

While many experts consider major changes to legal approaches to drug use necessary, achieving such change has proven to be difficult. The political process is often seen as integral to bringing about change, largely due to orthodox understandings of the ‘nature’ of law, in which law is made by parliaments and capable of revision in only limited instances. In recent years, theorists such as Bruno Latour (2009, 2013), Andreas Philippopoulos-Mihalopoulos (2015) and Serge Gutwirth (2015) have taken a more expansive view of the nature of law and its effects. According to these theorists, law also emerges from outside the political process, including through various practices such as those of professionals working within legal systems, and those engaged in resistance, navigation and subversion (Seear, 2020). This article explores these processes using Karen Barad's (2015) work on lightning. As we will explain, Barad presents lightning as a ‘queer’, non-linear, uncertain and indeterminate phenomenon, using it to understand causation in new ways. Along with Barad's ideas, the article draws on interview data (N = 35) collected for two research projects in Canada. These interviews were conducted with senior drug use-related policy makers, service providers, advocates and lawyers based in British Columbia and Ontario, Canada. The interviews explore how key Canadian experts view drug law, debates about law and policy and whether they support reform. We also explore how these experts navigate the criminalisation of drugs and whether any insights can be drawn from their practices, including their attempts to navigate, subvert or change the law. First we consider experts’ concern about current prohibitionist legal frameworks, finding it widespread, along with appetite for change. Second, we examine experts’ accounts of strategies used for working around or challenging punitive frameworks. We find that change, like lightning, is complicated and messy; simplistic approaches to changes are not always possible, and may in fact make matters worse. There are multiple, unpredictable effects in engaging and resisting law, and thus difficulty in tackling criminalisation in any clear and simple way. Practices and processes of responding to and resisting drug-use criminalisation can thus be understood in terms that reflect the ‘queer’, indeterminate, unpredictable and multidirectional nature of Barad's lightning. In concluding, we note that this way of understanding legal processes and resistance has implications for the future of Canadian drug policy, including debates about whether it is possible to work within a framework of overarching criminalisation.

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)0.016
metaresearch head score (Gemma)0.044
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: Qualitative
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.180
Threshold uncertainty score0.952

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0160.044
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0090.012
Science and technology studies0.0350.022
Scholarly communication0.0140.006
Open science0.0040.012
Research integrity0.0040.005
Insufficient payload (model declined to judge)0.0060.000

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 head0.024
GPT teacher head0.272
Teacher spread0.248 · 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".

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Citations0
Published2021
Admission routes1
Has abstractyes

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