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Record W4246631890 · doi:10.1007/978-1-137-35175-3_8

Conclusion

2013· book-chapter· en· W4246631890 on OpenAlexaff
Pierre‐Yves Saunier

Bibliographic record

Venuenot available
Typebook-chapter
Languageen
FieldArts and Humanities
TopicHistorical and Contemporary Political Dynamics
Canadian institutionsUniversité Laval
Fundersnot available
KeywordsPerspective (graphical)World historyInterdependencePolitical scienceHistoryLawArtVisual arts

Abstract

fetched live from OpenAlex

‘This book proposes to mark the end of American history as we have known it.’1 This is the daring assumption Thomas Bender uses as the opening sentence of his Nations among Nations. Bender’s book is about the making and unmaking of interconnections and interdependencies between America and the rest of the world on the one hand, and on the other it pinpoints the presence of the foreign within domestic American history, and the projection of domestic America into the world out there. As such, Bender does work on two of the three fronts we have mentioned as the ‘big issues’ to be handled by historians who adopt a transnational perspective. He is adamant that adopting this perspective will make a huge difference to the way American history is written and imagined. British historian Patricia Clavin upholds similar standards in a recent article where she examines the potential of global, transnational and international history to reshape European history. Clavin writes: ‘Unearthing connections and networks — however defined — within and across Europe’s borders, determining where they break or peter out, will recast our understanding not just of European history, but our understanding of the modern world.’2

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 categoriesInsufficient payload (model declined to judge)
Consensus categoriesInsufficient payload (model declined to judge)
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Theoretical or conceptual · Consensus signal: none
GenreCandidate signal: Other · Consensus signal: Other
Teacher disagreement score0.595
Threshold uncertainty score0.982

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.2140.019

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 head0.036
GPT teacher head0.184
Teacher spread0.147 · 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 designTheoretical or conceptual
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
Published2013
Admission routes1
Has abstractyes

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