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Record W2085439619 · doi:10.1177/0964663910378434

Between a Hunch and a Hard Place: Making Suspicion Reasonable at the Canadian Border

2010· article· en· W2085439619 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

VenueSocial & Legal Studies · 2010
Typearticle
Languageen
FieldSocial Sciences
TopicCriminal Law and Evidence
Canadian institutionsYork University
Fundersnot available
KeywordsDiscretionScrutinyObjectivity (philosophy)Empirical researchSociologyLawSketchLaw and economicsEpistemologyPolitical science

Abstract

fetched live from OpenAlex

This article examines how suspicion is made reasonable at the Canadian border. It examines in local and empirical terms the ‘moment of decision’ on the frontline of border control, and the translation of this moment in the courts. It begins with a sketch of the legal regime that governs the discretion of border officers through the standard of ‘reasonable suspicion’ before considering the variety of low-level risk knowledges that coincide to make suspicion reasonable on the frontline. The ‘objectivity effect’ of the language of risk indicators (Rose, 1988) effectively obscures the multiplicity and hybridity of the ‘low-level’ knowledges at play, enhances the discretion of border officers and protects their decisions from serious scrutiny. By asking ‘who uses what knowledges, in what ways and with what effects?’ (Valverde et al., 2005: 115—116), this study responds to scholars who have appealed for the empirical specification and elaboration of risk knowledges. In so doing, this investigation also begins to unsettle the quasi-scientific representation of suspicion that prevails in the courts and urges that more specific, empirical attention be paid to how suspicion is made reasonable on the frontline.

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)0.001
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesScience and technology studies
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.668
Threshold uncertainty score0.994

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0070.001
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 head0.069
GPT teacher head0.409
Teacher spread0.339 · 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