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Record W260008555 · doi:10.3138/jcs.38.1.65

Kinds of Osmosis

2004· article· en· W260008555 on OpenAlexvenueno aff
Barbara Godard

Bibliographic record

VenueJournal of Canadian Studies · 2004
Typearticle
Languageen
FieldArts and Humanities
TopicTheatre and Performance Studies
Canadian institutionsnot available
Fundersnot available
KeywordsVisual artsArtPaintingGestureTexture (cosmology)Oil paintingAestheticsComputer scienceArtificial intelligenceImage (mathematics)

Abstract

fetched live from OpenAlex

Under the signature P.K. Irwin, poet P.K. Page has created a body of work in the visual arts. Exploring plastic concepts of rhythm and texture, she has composed surrealist landscapes, eerily suggestive and complexly layered. Notable for the architectonics of massing and subtle play of colour, her most powerful work has been in media such as oil pastel, egg tempera and pen and ink, which carry the energy of the artist’s gesture working and reworking the pictorial surface, building up brilliantly coloured layers, then sharply, intricately incising them with microscopic lines. Resonating on both aesthetic and psychological levels, her imagery constitutes a symbolic idiom through which to explore the nature and function of art. Seeing the world through the eye, she remarked, has taken her on a “journey from the material to the immaterial” (“Artist’s”).

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 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)0.000
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.735
Threshold uncertainty score0.984

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
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 head0.061
GPT teacher head0.251
Teacher spread0.190 · 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 teacher head, not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designNot applicable
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
Published2004
Admission routes1
Has abstractyes

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