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Record W7026522136

About Textile Society of America

2004· article· en· W7026522136 on OpenAlexfundaboutno aff

Bibliographic record

VenueLincoln (University of Nebraska) · 2004
Typearticle
Languageen
FieldAgricultural and Biological Sciences
TopicSilicon Effects in Agriculture
Canadian institutionsnot available
FundersNSCAD UniversityCenter for East Asian Studies, Stanford UniversitySkidmore College
KeywordsTextileClothingInformation exchangeSocial lifeGovernment (linguistics)
DOInot available

Abstract

fetched live from OpenAlex

The Textile Society of America, Inc. provides an international forum for the exchange and dissemination of information about textiles worldwide from artistic, cultural, economic, historic, political, social and technical perspectives. National Office Textile Society of America (TSA) Kim Righi, Executive Director P.O. Box 70 Earleville, MD 21919-0070 Phone (410) 275-2329 Fax (410) 275-8936 TSA Board of Directors 2006-2007 Officers President Vice President Treasurer Recording Secretary Past President Director of Internal Relations Director of External Relations Directors at Large Task Representatives Co-Chairs, TSA 10th Biennial Symposium - Toronto 2006 Co-Chairs, TSA 11th Biennial Symposium - Honolulu 2008 2006 Proceedings Editors Newsletter Editor Bibliography Editor Listserv Manager Website Coordinator R. L. Shep Ethnic Textiles Book Award, Chair TSA Past Presidents TSA Publications

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)0.001
metaresearch head score (Gemma)0.002
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesInsufficient payload (model declined to judge)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: Not applicable
GenreCandidate signal: Other · Consensus signal: Other
Teacher disagreement score0.417
Threshold uncertainty score0.832

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.002
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0020.002
Science and technology studies0.0020.000
Scholarly communication0.0050.002
Open science0.0010.001
Research integrity0.0020.002
Insufficient payload (model declined to judge)0.4170.293

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 head0.007
GPT teacher head0.170
Teacher spread0.163 · 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 designNot applicable
Domainnot available
GenreOther

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

Citations0
Published2004
Admission routes2
Has abstractyes

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