MétaCan
Menu
Back to cohort
Record W3207567944 · doi:10.1111/area.12754

“People want good graffiti”: Tensions, contradictions, and everyday politics surrounding graffiti in Hanoi, Vietnam

2021· article· en· W3207567944 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.
fundA Canadian funder is recorded on the work.

Bibliographic record

VenueArea · 2021
Typearticle
Languageen
FieldSocial Sciences
TopicPublic Spaces through Art
Canadian institutionsUniversité de MontréalMcGill University
FundersSocial Sciences and Humanities Research Council of Canada
KeywordsGraffitiPublic spaceContext (archaeology)SociologyBazaarPoliticsGentrificationNegotiationPolitical scienceAestheticsPolitical economyMedia studiesGender studiesLawVisual artsSocial scienceHistoryEconomic growthArt

Abstract

fetched live from OpenAlex

Abstract Graffiti has become an omnipresent feature of urban landscapes, with sprawling words and images on public and private surfaces triggering heated debates on the meaning, implications, and legality of these urban inscriptions. Yet, to date, there has been little academic research conducted on graffiti and street art in the Asian context, and none that we could find on the burgeoning scene in Vietnam. In the context of a socialist state, with little tolerance for public dissent, we investigate how, and by whom, graffiti is created, and to what degree it transgresses public space norms in the country’s capital city, Hanoi. We analyse how young graffiti writers negotiate the social, physical, and cultural boundaries which serve as either deterrents or catalysts for graffiti creation, and consider whether strategies of compliance or everyday resistance are employed in order to create their work. With the effects that globalisation and urbanisation have had on the Asian region, and the tactics citizens employ to negotiate state‐imposed censorship and restraints having been studied closely, we position our work within these broader debates.

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 categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.552
Threshold uncertainty score0.964

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.001
Science and technology studies0.0010.000
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 head0.027
GPT teacher head0.290
Teacher spread0.263 · 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