Bibliographic record
Abstract
A neglected sheet of metal found in the bamboo forests of Nishi Otsu in Japan became the site of an artwork ‘Satin Route’. The patient and gentle scratching into its matt surface patina with a tapestry needle was to discover a soothing accumulation of shinning marks, taking it deeper into a treasured object, akin to a shimmering bolt of satin: the reward of a simple process of repetition. ‘Satin Route’ was part of a larger body of work created during the Though the Surface project, presenting me with the opportunity to work in Nishi Otsu in Japan for three months alongside the established textile artist Teruyoshi Yoshida. It was both an innovative and collaborative process of exchange of ideas, techniques and cultural experiences using textiles as the main medium of expression that we perceived on many different conceptual and contextual levels. Effervescent Trail was exhibited as part of the Through the Surface international touring exhibition with venues including The James Hockey Galleries, The Surrey Institute of Art & Design University College, Farnham January 27 – March 20 2004. Tour: Hove Museum and Art Gallery, January 31 – 21 March 2004; Sainsbury Centre for Visual Arts, University of East Anglia, Norwich, April 06 – May 16 2004; Piece Hall Art Gallery, Halifax June 26 – August 30 2004; Nottingham Castle, Nottingham September 26 – November 11 2004; The National Museum of Modern Art, Kyoto, Japan 2005.
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 imitationNot 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.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.001 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.001 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.005 | 0.001 |
| Scholarly communication | 0.005 | 0.003 |
| Open science | 0.001 | 0.005 |
| Research integrity | 0.002 | 0.003 |
| Insufficient payload (model declined to judge) | 0.643 | 0.329 |
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.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
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".