As Implicações e Consequências Jurídicas da Lei de Improbidade Administrativa: Análise da Atuação da 3º Promotoria de Justiça do MPRN na Comarca de Caicó/RN no Período de 2010 a 2014
Bibliographic record
Abstract
O presente artigo objetiva analisar e obter dados a respeito da atuação do Ministério Público do Rio Grande do Norte frente às demandas de improbidade administrativa e como ocorre o trâmite dessas ações objetivando verificar se, de fato, a Lei nº 8.429/92 (Lei de Improbidade Administrativa), é um mecanismo efetivo no combate e repreensão à corrupção. Para tanto foi utilizado o método histórico-dedutivo. Lançou-se mão da pesquisa documental realizada na sede da 3ª Promotoria de Justiça da Comarca de Caicó/RN, aliados aos dados consultados no sítio eletrônico do Tribunal de Justiça do Estado do Rio Grande do Norte.
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 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 | 0.015 | 0.044 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.002 | 0.005 |
| Science and technology studies | 0.008 | 0.011 |
| Scholarly communication | 0.007 | 0.003 |
| Open science | 0.001 | 0.007 |
| Research integrity | 0.001 | 0.003 |
| Insufficient payload (model declined to judge) | 0.006 | 0.000 |
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.
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".