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Record W3038434956 · doi:10.24135/dcj.v2i1.10

Authoritarian Criminology and Racist Statecraft: Rationalizations for Racial Profiling, Carding and Legibilizing the Herd

2020· article· en· W3038434956 on OpenAlex
Tamari Kitossa

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

VenueDecolonization of Criminology and Justice · 2020
Typearticle
Languageen
FieldSocial Sciences
TopicPolicing Practices and Perceptions
Canadian institutionsBrock University
Fundersnot available
KeywordsRacial profilingAuthoritarianismCriminologySociologyLawCardingPolitical scienceDemocracyPoliticsHistoryRace (biology)Gender studiesArchaeology

Abstract

fetched live from OpenAlex

This essay is a discrete survey of administrative-authoritarian criminologists’ neutralizing techniques for justifying and aiding and abetting racial profiling in policing and, by inference, racialized ‘carding’. Principally focused on Canada and the US, material for this survey arises from the effort of administrative-authoritarian criminologists who claim to refute commissioned reports, case law and obiter dicta, government reports and scholarly research affirming racial profiling in particular and racial discrimination in the criminal legal system generally. Rooted in counter-colonial, anti-criminology and abolitionist epistemology my method of exposition is to turn the claims administrative-authoritarian criminologists hold to be true back onto criminology itself to see what account it provides for itself. Following the path worn by Hannah Arendt, I set out to demonstrate that in taking the effects of racial profiling and the legibilizing of ‘carding’ as objectively authoritarian-criminologists, administrative-authoritarian are irresponsible in the exercise of judgment to true ideas.

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)0.000
metaresearch head score (Gemma)0.002
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesScience and technology studies
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 score0.780
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.002
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0020.001
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 head0.184
GPT teacher head0.402
Teacher spread0.218 · 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