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Record W2292599840 · doi:10.1080/13562576.2016.1140403

Political struggles on a frontier of harm reduction drug policy: geographies of constrained policy mobility

2016· article· en· W2292599840 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

VenueSpace and Polity · 2016
Typearticle
Languageen
FieldSocial Sciences
TopicPolicy Transfer and Learning
Canadian institutionsSimon Fraser University
Fundersnot available
KeywordsConceptualizationPoliticsFrontierArgument (complex analysis)Harm reductionConstraint (computer-aided design)HarmResistance (ecology)SociologyEconomicsPolitical economyPublic administrationPolitical scienceLaw

Abstract

fetched live from OpenAlex

This article contributes to the conceptualization of how policy models circulate by analysing the ‘frontier politics’ that occurs when a mobile policy meets resistance and constraint. We argue that advocates of harm reduction drug policy operate within a constrained political–institutional environment, but one that is not closed or predetermined. We make the argument in reference to struggles over harm reduction drug policy in Surrey, BC, a suburban municipality in Greater Vancouver. Thus, even at frontiers, policy change may occur, even if slowly, incrementally, or cautiously. In conclusion, we reconsider questions of constrained mobility, policy assemblages, and frontier politics to reflect on the character of, and possibilities for, policy change.

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)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Theoretical or conceptual · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.618
Threshold uncertainty score0.886

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.002
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 head0.016
GPT teacher head0.325
Teacher spread0.308 · 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