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Record W3216450479 · doi:10.21971/pi29379

The Age of Questions: Or, a First Attempt at an Aggregate History of the Eastern, Social, Woman, American, Jewish, Polish, Bullion, Tuberculosis, and Many Other Questions Over the Nineteenth Century, and Beyond, by Holly Case, 2018.

2021· article· en· W3216450479 on OpenAlexvenueno aff
Sean Remz

Bibliographic record

VenueCrossing boundaries · 2021
Typearticle
Languageen
FieldSocial Sciences
TopicCanadian Identity and History
Canadian institutionsnot available
Fundersnot available
KeywordsNationalismIdeologyHistoryJudaismSociologyPolitical scienceLawPoliticsArchaeology

Abstract

fetched live from OpenAlex

Holly Case’s most adventurous work as of yet seeks to juxtapose patterns common to nineteenth century publicists’ questions in order to reveal the contradictions of the age. Case devotes each chapter to a particular theme or ideological quality of the querists, which are in dispute with one another, and yet feature common idioms of progress and geopolitical reconfiguration. Internal to each chapter are the oxymoronic imbrications between conceptual polarities such as nationalism and the international public sphere, war through peace, gravitas with farce, and more. Case explains the prevalence of high-stakes public policy, prospects of war and the convulsive realignment of empires and nations through the persistent bundling of many of these questions. She addresses the ebb and flow of popularity of many era-spanning questions, which strengthens her attempt to provide a genealogy for the crises and ‘questions’ of our current era, and her accounting for how queristic contradictions were perceived to be transcended. It is reasonable to suggest that Case has provided a foundational step for an emergent niche of epistemological inquiry in the historical discipline, not unlike Benedict Anderson’s contribution to the study of nationalism through his magnum opus Imagined Communities.

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)0.004
metaresearch head score (Gemma)0.007
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: none
GenreCandidate signal: Review · Consensus signal: none
Teacher disagreement score0.994
Threshold uncertainty score0.039

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0040.007
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0000.001
Bibliometrics0.0030.002
Science and technology studies0.0080.030
Scholarly communication0.0100.028
Open science0.0020.007
Research integrity0.0050.008
Insufficient payload (model declined to judge)0.0100.002

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 head0.013
GPT teacher head0.255
Teacher spread0.242 · 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
GenreReview

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
Published2021
Admission routes1
Has abstractyes

Explore more

Same venueCrossing boundariesSame topicCanadian Identity and HistoryFrench-language works237,207