MétaCan
Menu
Back to cohort
Record W2232552848 · doi:10.33137/pbsc.v40i2.18279

<i>Book History and Print Culture: An Exhibition Celebrating the Collaborative Program at the University of Toronto, Thomas Fisher Rare Book Library</i>

2002· article· en· W2232552848 on OpenAlexvenueaboutno aff
Judy Donnelly

Bibliographic record

VenuePapers of The Bibliographical Society of Canada · 2002
Typearticle
Languageen
FieldArts and Humanities
TopicCultural History and Identity Formation
Canadian institutionsnot available
Fundersnot available
KeywordsExhibitionLibrary scienceMedia studiesArt historyArtSociologyComputer science

Abstract

fetched live from OpenAlex

introduction by Lawrence Wroth was published in 1962, twentyone years after Updike's death.The current edition is a reprint of the third, with a new introduction by Martin Huttner, a scholar and collector who has made Updike and the Merrymount Press the focus of his bibliographical research.Curiously, Updike's subtitle, "a study in survivals", has been deleted, but the text remains that of Updike's last revision.The publishers are to be commended for keeping these essential reference works in print.

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)0.001
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
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 score0.184
Threshold uncertainty score0.369

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0020.006
Science and technology studies0.0120.003
Scholarly communication0.0080.002
Open science0.0010.002
Research integrity0.0010.002
Insufficient payload (model declined to judge)0.0720.006

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 head0.009
GPT teacher head0.161
Teacher spread0.152 · 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 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
Published2002
Admission routes2
Has abstractno

Explore more

Same venuePapers of The Bibliographical Society of CanadaSame topicCultural History and Identity FormationFrench-language works237,207