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Record W7003583476

Book Reviews

2012· other· en· W7003583476 on OpenAlexaboutno aff

Bibliographic record

VenueDigitalCommons - WayneState (Wayne State University) · 2012
Typeother
Languageen
FieldComputer Science
TopicData Analysis with R
Canadian institutionsnot available
Fundersnot available
KeywordsMeaning (existential)State (computer science)SAINTGeorge (robot)Performance art
DOInot available

Abstract

fetched live from OpenAlex

Chaucer and the English Tradition (Ian Robinson) (Reviewed by Bernard Huppé, SUNY Binghamton)Hero & Saint Shakespeare and the Graeco-Roman Heroic Tradition (Reuben A. Brower) (Reviewed by Russell Fraser, University of Michigan)Shakespeare's Use of Music: The Histories and Tragedies (John H. Long) (Reviewed by John P. Cutts, Oakland University)Versions at Baroque: European Literature in the Seventeenth Century (Frank J. Warnke) (Reviewed by Milorad Margitic, Wayne State University)Toward Women in Love: The Emergence of a Lawrentian Aesthetic (Stephen J. Miko) (Reviewed by Allen E. Austin, University of Guelph)Elizabeth Bowen (Allen E. Austin) (Reviewed by James Gindin, University of Michigan)Henry James and the Requirements of the Imagination (Philip M. Weinstein) (Reviewed by Edward Recchia, )Source and Meaning in Spenser's Allegory: A Study of "The Faerie Queene" (John Erskine Hankins) (Reviewed by Jay B. Ludwig, Michigan State University)

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 categoriesMeta-epidemiology (narrow), Insufficient payload (model declined to judge)
Consensus categoriesInsufficient payload (model declined to judge)
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: Not applicable
GenreCandidate signal: Other · Consensus signal: Other
Teacher disagreement score0.041
Threshold uncertainty score0.999

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0020.002
Science and technology studies0.0000.000
Scholarly communication0.0000.003
Open science0.0040.002
Research integrity0.0000.001
Insufficient payload (model declined to judge)0.0010.006

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 head0.017
GPT teacher head0.212
Teacher spread0.195 · 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; both teacher heads agree on what is shown here.

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
Published2012
Admission routes1
Has abstractyes

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