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Record W2566515232 · doi:10.1093/ips/olw027

Hannah Arendt and the Art of Secrecy; Or, the Fog of Cobra Mist

2016· article· en· W2566515232 on OpenAlexaff
William Walters, Alex Luscombe

Bibliographic record

VenueInternational Political Sociology · 2016
Typearticle
Languageen
FieldSocial Sciences
TopicHannah Arendt's Political Philosophy
Canadian institutionsUniversity of WinnipegCarleton University
Fundersnot available
KeywordsSecrecyDeceptionPoliticsLyingSociologyState (computer science)LawEpistemologyPolitical sciencePhilosophyComputer science

Abstract

fetched live from OpenAlex

Using Hannah Arendt as our guide, we examine the imperfect and at times curious mechanisms through which state projects enact an aura of secrecy and deception. To date, International Political Sociology (IPS) has paid strikingly little attention to the workings of secrecy and deception in politics. Arendt’s contributions to international political sociologies of state secrecy are threefold. First, Arendt’s reflections on lying and secrecy occur across a wide historico-philosophical field, generating insights that a focus on liberal democracy alone cannot. Second, Arendt draws our attention to important variations in the arts of secrecy and deception, and their ethico-political implications. Third, Arendt highlights the limits of traditional scholarly methods for research on lying and secrecy and offers an important tool that we conceptualize as a twist. We demonstrate these three contributions through a case study of a foggy Anglo-American intelligence project called Cobra Mist.

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)0.003
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: Empirical · Consensus signal: none
Teacher disagreement score0.012
Threshold uncertainty score0.035

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0030.007
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.001
Science and technology studies0.0090.041
Scholarly communication0.0070.009
Open science0.0010.003
Research integrity0.0050.006
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 head0.038
GPT teacher head0.357
Teacher spread0.319 · 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
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

Citations12
Published2016
Admission routes1
Has abstractyes

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