MétaCan
Menu
Back to cohort
Record W2016091849 · doi:10.1177/1367877911416881

Scale and the digital: The miniaturizing of global knowledge

2011· article· en· W2016091849 on OpenAlexaff
Sheenagh Pietrobruno

Bibliographic record

VenueInternational Journal of Cultural Studies · 2011
Typearticle
Languageen
FieldArts and Humanities
TopicMusic History and Culture
Canadian institutionsMcGill University
Fundersnot available
KeywordsMiniaturizationDanceClosenessComputer scienceScale (ratio)Relation (database)SociologyMultimediaAestheticsVisual artsEngineeringArt

Abstract

fetched live from OpenAlex

Popular performance cultures, once largely diffused through lived interaction and physical migration, are currently being disseminated on video-sharing websites. This article maintains that performances circulated through videos become miniaturized. The miniaturization of actual performance cultures through their transmission on online videos in turn elicits a relation between individual users and global popular knowledge: users may experience a sense of control over online data as well as sensations of intimacy and closeness to the global culture of digital performances. The miniaturization of virtual knowledge and its potential to engender feelings of control and intimacy are illustrated through the lens of the specific case study of salsa dance. This research integrates diverse areas of inquiry such as theories of affect, miniaturization and space, communication technology as a process of miniaturization, the history of salsa dance, ethnographic research of salsa dance as well as a content survey of videos featured on YouTube.

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)0.002
metaresearch head score (Gemma)0.007
Version: metacan-v3-hybrid-931329e0061cValidation 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: Theoretical or conceptual
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.997
Threshold uncertainty score0.020

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0020.007
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0020.002
Science and technology studies0.0030.018
Scholarly communication0.0090.011
Open science0.0010.010
Research integrity0.0010.001
Insufficient payload (model declined to judge)0.0060.000

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 head0.076
GPT teacher head0.287
Teacher spread0.211 · 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.

Study designTheoretical or conceptual
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

Citations1
Published2011
Admission routes1
Has abstractyes

Explore more

Same venueInternational Journal of Cultural StudiesSame topicMusic History and CultureFrench-language works237,207