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Record W2991461743 · doi:10.1108/ijssp-11-2018-0201

Political appearances

2019· article· en· W2991461743 on OpenAlexaffabout
Bonar Buffam

Bibliographic record

VenueInternational Journal of Sociology and Social Policy · 2019
Typearticle
Languageen
FieldSocial Sciences
TopicRace, History, and American Society
Canadian institutionsUniversity of British Columbia, Okanagan CampusUniversity of British Columbia
Fundersnot available
KeywordsPoliticsRacializationOriginalityState (computer science)Corporate governanceSociologyVisibilityValue (mathematics)Diversity (politics)EnforcementGender studiesPolitical scienceLawSocial scienceAnthropologyGeographyQualitative research

Abstract

fetched live from OpenAlex

Purpose In Metro Vancouver, Vaisakhi celebrations are organized by local Sikh gurdwaras to mark the Punjabi harvest season and the anniversary of the Sikh Khalsa, which was formed in 1699. The purpose of this paper is to demonstrate how Vaisakhi celebrations have become mechanisms for state institutions to refigure and extend their racial authority over Sikh places and populations through their coordinated appearances at these public events. These appearances are analyzed to reveal how contemporary racial states are characterized by complex conditions of visibility and public identification that obscure and foreclose the racial conditions of their authority. Design/methodology/approach The data analyzed for this paper were generated through observational fieldwork at Vaisakhi celebrations and extensive archival and media research on the changing racial governance of Sikh and South Asian populations. Findings The results show that, in Metro Vancouver, racial modes of governance have created “post-racial” relations between the state’s public visages of diversity and accessibility and its expanded legal regulation of the social and political places of local Sikh populations. Originality/value The concept of political appearances is developed to explain how contemporary racial states reproduce and augment their authority through discursive practices of public engagement with minority populations as well as the specific aesthetic conditions of these engagements. The paper also offers important cautions against state practices that expand the presence of law enforcement within marginalized communities by showing how this enhanced visibility can engender forms of racialization.

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)0.001
metaresearch head score (Gemma)0.003
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: none
Teacher disagreement score0.045
Threshold uncertainty score0.089

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.003
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.001
Science and technology studies0.0070.005
Scholarly communication0.0050.001
Open science0.0000.003
Research integrity0.0010.002
Insufficient payload (model declined to judge)0.0190.002

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 head0.015
GPT teacher head0.364
Teacher spread0.349 · 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".

Quick stats

Citations2
Published2019
Admission routes2
Has abstractyes

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Same venueInternational Journal of Sociology and Social PolicySame topicRace, History, and American SocietyFrench-language works237,207