Bibliographic record
Abstract
This work draws a connection between the authoritarian conservatism of the Brazilian military dictatorship and the ideology present during Jair Bolsonaro's administration, while shedding light on the role of the secretive and feared intelligence and repression apparatus in Brazil during the military regime, known as DOI-CODI. It analyzes the autobiographical work "A Verdade Sufocada" by Carlos Alberto Brilhante Ustra, former commander of DOI-CODI, and its influence on contemporary far-right ideology. Additionally, it addresses the media's contribution to the formation of social memory and forgetting, especially concerning Brazil's dictatorial past. The study demonstrates how certain elements of the dictatorship, such as nationalism, conservatism, and persecution of leftist groups, are still present in the ideological movements of the New Right. The analysis offers a critical perspective on Bolsonarism and its legacy stemming from a period of human rights violations and the suppression of democratic freedoms.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot 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.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.005 | 0.027 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.002 | 0.002 |
| Science and technology studies | 0.005 | 0.013 |
| Scholarly communication | 0.012 | 0.011 |
| Open science | 0.002 | 0.006 |
| Research integrity | 0.005 | 0.005 |
| Insufficient payload (model declined to judge) | 0.084 | 0.030 |
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.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
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".