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Record W1966867461 · doi:10.1177/0888325414550364

Post-Communism, the Civilizing Process, and the Mixed Impact of Leninist Violence

2014· article· en· W1966867461 on OpenAlexaff
Jeffrey Kopstein

Bibliographic record

VenueEast European Politics and Societies and Cultures · 2014
Typearticle
Languageen
FieldSocial Sciences
TopicPolitical Economy and Marxism
Canadian institutionsUniversity of Toronto
Fundersnot available
KeywordsCommunismPolitical scienceProcess (computing)LawPoliticsComputer science

Abstract

fetched live from OpenAlex

Leninism and the central role that violence played in it is most commonly presented as a hindrance to democratic development in post-communist Eastern Europe. This paper reconsiders this proposition in light of the classics of comparative historical analysis. These classic works maintain that the long-term consequences of revolutionary violence sometimes counteract its short-term anti-democratic impact. Social change unleashed by revolution can contribute to the emergence of democracy in subsequent periods by removing pre-modern barriers to democracy. Two aspects of Leninist violence are highlighted as having such effects: forced modernization and the civilizing process. Communist modernization altered pre-modern social structures which had served as impediments to democracy prior to the Leninist seizure of power. The resulting social structures and the values reinforced by the communist version of the “civilizing process,” patterned on those of bourgeois conventions of the early twentieth century, helped some post-communist countries overcome obstacles to the introduction of liberal democracy encountered in earlier attempts in the region after World War I.

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)0.003
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: Empirical
Teacher disagreement score0.005
Threshold uncertainty score0.021

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0020.003
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.002
Science and technology studies0.0030.024
Scholarly communication0.0050.003
Open science0.0000.004
Research integrity0.0010.001
Insufficient payload (model declined to judge)0.0020.000

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 head0.009
GPT teacher head0.269
Teacher spread0.260 · 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

Citations3
Published2014
Admission routes1
Has abstractyes

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