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Record W7040865115

Introduction

2018· book-chapter· en· W7040865115 on OpenAlexaboutno aff

Bibliographic record

VenueStirling Online Research Repository (University of Stirling) · 2018
Typebook-chapter
Languageen
FieldArts and Humanities
TopicPhilosophy and Historical Thought
Canadian institutionsnot available
Fundersnot available
KeywordsPeriod (music)Quarter (Canadian coin)PublishingWork (physics)Cover (algebra)Multinational corporationSubject (documents)
DOInot available

Abstract

fetched live from OpenAlex

First paragraph: When the Cambridge history of the book in Britain project was first conceived in the early 1990s it was acknowledged by D.F. McKenzie that, compared to the first six projected volumes in the series, ‘the terms of reference’ for the final volume – originally planned to cover the period 1914-2000 – ‘remain disturbingly imprecise’. McKenzie offered three explanatory factors: ‘partly because the book must now share its functions with other media with which it is complexly interdependent, partly because the archival resources are so much richer than for earlier periods, [and] partly because new technologies and the emergence of multinational publishing weaken the very premises of a national history’. A quarter of a century on we might add a fourth factor. Compared to earlier volumes in the series the period after 1914 remains largely unmapped – or at best inconsistently plotted. With a much smaller body of existing research on which to draw, this volume should be seen as laying the groundwork for future exploration of the book in Britain since 1914 as much as the summation of current work in the field.

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)0.001
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMeta-epidemiology (narrow), Science and technology studies, Insufficient payload (model declined to judge)
Consensus categoriesScience and technology studies
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Other · Consensus signal: Other
Teacher disagreement score0.849
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0010.000
Science and technology studies0.0020.003
Scholarly communication0.0000.000
Open science0.0010.000
Research integrity0.0000.001
Insufficient payload (model declined to judge)0.0040.000

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 head0.115
GPT teacher head0.275
Teacher spread0.160 · 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
Published2018
Admission routes1
Has abstractyes

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