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Record W3140604642 · doi:10.1177/07255136211005989

Dangerous minds in dangerous times

2021· article· en· W3140604642 on OpenAlexaff
Ronald Beiner

Bibliographic record

VenueThesis Eleven · 2021
Typearticle
Languageen
FieldArts and Humanities
TopicPhilosophy, Ethics, and Existentialism
Canadian institutionsUniversity of Toronto
Fundersnot available
KeywordsIntelligentsiaModernityPraxisPoliticsSubject (documents)Economic JusticeEpistemologySociologyPhilosophyAestheticsPolitical philosophyLawEnvironmental ethicsPolitical science

Abstract

fetched live from OpenAlex

Friedrich Nietzsche and Martin Heidegger hold firmly entrenched places within the canon of modern philosophy. And rightly so: both are penetrating critics of liberal modernity. Yet we need to ask ourselves whether, as academics teaching these thinkers, we are doing full justice to the more disturbing aspects of their thought. They don’t simply interrogate the axioms of modern life as a subject for intellectual reflection; they have a praxis-oriented project to demolish the post-1789 moral-political dispensation that we tend to take for granted and replace it with a new radically illiberal and anti-egalitarian dispensation. The task of reconsidering the perils of going too easy on these thinkers, or giving them the benefit of the doubt, is made more urgent by the apparent return of fascist or ‘fascoid’ modes of politics, and in particular, the emergence of a far-right intelligentsia all too keen to appropriate these thinkers for far-right purposes.

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)0.002
metaresearch head score (Gemma)0.004
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: Other · Consensus signal: Other
Teacher disagreement score0.010
Threshold uncertainty score0.034

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0020.004
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.000
Science and technology studies0.0100.025
Scholarly communication0.0070.009
Open science0.0000.004
Research integrity0.0030.006
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 head0.063
GPT teacher head0.260
Teacher spread0.197 · 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
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

Citations3
Published2021
Admission routes1
Has abstractyes

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