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Record W1604359355 · doi:10.22230/cjc.2012v37n1a2531

Practice in the Flesh of Theory: Art, Research, and the Fine Arts PhD

2012· article· en· W1604359355 on OpenAlexvenueno aff
Natalie Loveless

Bibliographic record

VenueCanadian Journal of Communication · 2012
Typearticle
Languageen
FieldArts and Humanities
TopicArtistic and Creative Research
Canadian institutionsnot available
Fundersnot available
KeywordsIncarnationMaterialismThe artsSubject (documents)FleshSociologyEpistemologyObject (grammar)FeminismAestheticsVisual artsArtPhilosophyGender studiesComputer scienceLibrary science

Abstract

fetched live from OpenAlex

In what follows I offer an anecdotal engagement with the Fine Arts PhD at a moment when it is just emerging in North America. I argue that doctoral activities that cross theory/practice lines, at their best, offer a unique opportunity to rethink what constitutes academic knowledge production and assessment by necessitating that these lines be made porous and responsive to each other. This reconfiguration, to the extent that it calls into question both the subject and object of knowledge, is one that benefits from the insights of feminism in its “new materialist” incarnation.

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)0.033
metaresearch head score (Gemma)0.030
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: Qualitative · Consensus signal: Qualitative
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.969
Threshold uncertainty score0.174

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0330.030
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0020.002
Science and technology studies0.0310.119
Scholarly communication0.0160.015
Open science0.0020.013
Research integrity0.0060.009
Insufficient payload (model declined to judge)0.0080.001

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 head0.185
GPT teacher head0.377
Teacher spread0.192 · 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 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

Citations21
Published2012
Admission routes1
Has abstractyes

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