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Record W3100072674 · doi:10.1177/1359183520972736

Giants in the lab: Model conservation and the anaphoric progression of design

2020· article· en· W3100072674 on OpenAlexaboutno aff
Albena Yaneva

Bibliographic record

VenueJournal of Material Culture · 2020
Typearticle
Languageen
FieldArts and Humanities
TopicCultural Heritage Management and Preservation
Canadian institutionsnot available
Fundersnot available
KeywordsTeleologyEpistemologyCreativityOntologySociologyMythologyAction (physics)UnpackingArchitectureTransdisciplinarityCognitive sciencePhilosophyPsychologyLinguisticsVisual artsArtLiterature

Abstract

fetched live from OpenAlex

How is an architectural model consolidated and re-assembled in conservation to be able to continue to communicate a design concept? How does the work of care and preservation of models reveal knowledge about the often taken-for-granted dynamics of creative processes? To provide answers, this article draws on Etienne Souriau’s philosophy of creativity and follows how the ‘modes of existence’ of creative works are re-enacted in the anaphoric progression of conservation. Basing her findings on ethnography at the Canadian Centre for Architecture, the author examines the epistemic complexity of specific situations of assessing, preserving and assembling large complex scale models. Unpacking the specificity of model conservation, it is argued, allows us to challenge two established beliefs on creativity: the myth of the stable ontology of historically valuable cultural objects and the myth of teleology of creative processes. Conservation-in-action demonstrates the subtle mechanics of crafting historiographic knowledge in the arts.

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)0.020
metaresearch head score (Gemma)0.040
Version: metacan-v3-hybrid-931329e0061cValidation 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: none
Teacher disagreement score0.020
Threshold uncertainty score0.104

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0200.040
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0000.001
Bibliometrics0.0030.002
Science and technology studies0.0090.047
Scholarly communication0.0110.023
Open science0.0020.014
Research integrity0.0040.004
Insufficient payload (model declined to judge)0.0070.001

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 head0.131
GPT teacher head0.256
Teacher spread0.124 · 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 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
Published2020
Admission routes1
Has abstractyes

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