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Record W4411009782 · doi:10.1093/isagsq/ksaf045

Civilization as an Aesthetic Concept: The “Standard of Civilization” Reconsidered

2025· article· en· W4411009782 on OpenAlexaff
Martina Zago

Bibliographic record

VenueGlobal Studies Quarterly · 2025
Typearticle
Languageen
FieldSocial Sciences
TopicGlobal Security and Public Health
Canadian institutionsUniversity of British Columbia
Fundersnot available
KeywordsCivilizationAestheticsPhilosophyEpistemologyHistoryArchaeology

Abstract

fetched live from OpenAlex

Abstract Civilization, I argue, is an aesthetic concept, not just a legal and political one. To make this case, I take as an illustration the nineteenth-century “standard of civilization,” which ranked peoples and countries into “civilized,” “barbarous,” and “savage,” specifying the requirements aspiring outsiders had to fulfill to enter the “charmed circle of civilization.” I show that “the standard” was fundamentally informed by historical judgments of taste; it functioned not so much according to an explicit set of legal-political criteria but to Orientalist cultural discourses of landscape (danger, paradise, and neglect) and identity (violence, sensuality, and subservience), which I relate to a visual archive of paintings of the time. If civilization is understood in primarily aesthetic terms, focusing on international legal texts provides only a partial explanation of the concept’s use. I suggest artists and artworks, as historically significant sources of cultural discourse, disclose what the law did not say, or dare say explicitly, about civilization and hence should be more central to analysis.

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)0.009
metaresearch head score (Gemma)0.010
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
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 score0.013
Threshold uncertainty score0.048

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0090.010
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0030.003
Science and technology studies0.0060.108
Scholarly communication0.0130.010
Open science0.0010.006
Research integrity0.0030.007
Insufficient payload (model declined to judge)0.0040.000

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 head0.028
GPT teacher head0.379
Teacher spread0.351 · 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 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

Citations1
Published2025
Admission routes1
Has abstractyes

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