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Record W2560406015 · doi:10.3138/utq.85.4.46

The Public Role of Humanities Scholarship, in the Humboldtian Tradition

2016· article· en· W2560406015 on OpenAlexvenueno aff
David Thunder

Bibliographic record

VenueUniversity of Toronto Quarterly · 2016
Typearticle
Languageen
FieldArts and Humanities
TopicNarrative Theory and Analysis
Canadian institutionsnot available
Fundersnot available
KeywordsScholarshipHumanismHumanitiesContext (archaeology)SociologyDigital humanitiesEpistemologyPhilosophyPolitical scienceHistoryLawTheology

Abstract

fetched live from OpenAlex

What sort of contribution to the public weal constitutes a natural extension of the goals and values of humanities scholarship, and what sort a betrayal? This essay aims to shed light on this question by restating one historically influential conception of humanities scholarship and speculating about how humanities scholarship thus understood might play a positive role in society without betraying its own distinctive mission. The view of humanities scholarship adopted here is inspired by a broad humanistic tradition developed by thinkers like Wilhelm von Humboldt, John Henry Newman, and Karl Jaspers. This tradition views humanistic scholarship not only as the soul of the university, but also as a promoter of high culture and truth in society at large. In the context of the increasingly fashionable notion of “public humanities,” this essay offers a restatement of the traditional view of humanities scholarship and a brief discussion of the challenges of “doing public humanities” while honouring a broadly Humboldtian ideal of humanistic research and teaching.

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)0.006
metaresearch head score (Gemma)0.011
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesScience and technology studies
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Theoretical or conceptual · Consensus signal: Theoretical or conceptual
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.990
Threshold uncertainty score0.075

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0060.011
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.002
Science and technology studies0.0100.067
Scholarly communication0.0160.014
Open science0.0010.005
Research integrity0.0040.004
Insufficient payload (model declined to judge)0.0040.001

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 head0.021
GPT teacher head0.188
Teacher spread0.167 · 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.

Study designTheoretical or conceptual
Domainnot available
GenreEmpirical

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
Published2016
Admission routes1
Has abstractyes

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