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Record W2086679232 · doi:10.1177/1081180x0200700108

Cashing in on Authoritarianism

2002· article· en· W2086679232 on OpenAlexaff
Catherine M. Conaghan

Bibliographic record

VenueHarvard International Journal of Press/Politics · 2002
Typearticle
Languageen
FieldSocial Sciences
TopicPolitical Philosophy and Ethics
Canadian institutionsQueen's University
Fundersnot available
KeywordsAuthoritarianismPolitical sciencePsychologyPoliticsLawDemocracy

Abstract

fetched live from OpenAlex

Like so many other developing countries that have emerged from authoritarian rule,Peru now finds itself immersed in the painful yet cathartic process of estab-lishing the truth about what happened during the government of President Alberto Fujimori (1990-2000). Following the spectacular collapse of the Fujimori government and Fujimori’s flight to exile in Japan in November 2000, the interim government of President Valentín Paniagua unleashed a small army of special prosecutors, judges, and congressional investigators to probe the conduct of Fujimori and his associates. The legal investigations have yielded staggering evidence of unprecedented official corruption, earning the Fujimori administration a place among the worst regimes in contemporary Latin American history. To date, a total of U.S.$203,700,000 has been discovered in the secret bank accounts of former government officials and associates, with estimates that the final figure could exceed $1 billion or more. Investigators are piecing together a chilling portrait of how President Fujimori and his national security advisor Vladimiro Montesinos

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)0.004
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: Not applicable · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.021
Threshold uncertainty score0.070

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0040.010
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0010.001
Science and technology studies0.0060.015
Scholarly communication0.0060.010
Open science0.0010.003
Research integrity0.0040.006
Insufficient payload (model declined to judge)0.0210.001

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 head0.105
GPT teacher head0.361
Teacher spread0.257 · 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

Citations15
Published2002
Admission routes1
Has abstractno

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