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Record W2321578632 · doi:10.1386/vi.3.2.207_1

A critique and a proposal: A/r/tography and arts-based research as a methodology of intuition

2014· article· en· W2321578632 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.

Bibliographic record

VenueVisual Inquiry · 2014
Typearticle
Languageen
FieldSocial Sciences
TopicPosthumanist Ethics and Activism
Canadian institutionsUniversity of British Columbia
Fundersnot available
KeywordsIntuitionEpistemologyUnconscious mindAssertionSociologyPerceptionPragmatismThe artsPhilosophyPsychologyPsychoanalysisArtComputer scienceVisual arts

Abstract

fetched live from OpenAlex

Abstract This article draws on Gilles Deleuze’s work with Bergson’s concepts to theorize a/r/tography as a methodology of intuition. Intuition in this work is understood as a particular form of knowing that is activated in a disruption to tacit perceptions in what Inna Semetsky refers to as ‘perception becoming’. To do so, this article explores a recent critique of the theoretical underpinnings of a/r/tography and the assertion that as a methodology, a/r/tography does not provoke an encounter with perception, with the virtual as ‘the unconscious Real’. This article develops this proposal through Deleuze’s work to examine this precise methodology of intuition as a way to examine the provocation of difference within the pragmatism of a/r/tography and arts-based research. It will also explore two a/r/tographical renderings: openings and reverberations to examine the actualization of creative thought in the real through intuition.

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)0.007
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: Theoretical or conceptual · Consensus signal: Theoretical or conceptual
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.019
Threshold uncertainty score0.743

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0070.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.002
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 head0.412
GPT teacher head0.581
Teacher spread0.169 · 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