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Record W4411376871 · doi:10.56579/eduinterpe.v1i2.2256

AS PRÁTICAS ESCOLARES FRENTE ÀS DESIGUALDADES

2025· article· pt· W4411376871 on OpenAlexaboutno aff
Dulce Batista Chaves Buzeli, Aedh M. Alhassan, Gersileide Paulino de Aguiar Vilela, Jade Beatriz Alves da Silva

Bibliographic record

Venuenot available
Typearticle
Languagept
FieldSocial Sciences
TopicEducation Pedagogy and Practices
Canadian institutionsnot available
Fundersnot available
KeywordsComputer science

Abstract

fetched live from OpenAlex

Este trabalho objetiva discutir os principais desafios das práticas escolas frentes às desigualdades sociais, culturais e econômicas que permeiam a sociedade brasileira. Assim, foi realizada uma pesquisa bibliográfica, de cunho qualitativa, tendo como fundamento autores como Libâneo (2010), Laval (2019) e Kassar (2012 e 2016), de forma a promover uma reflexão crítica sobre o tema. Evidencia-se que o debate sobre as adversidades que impedem que a educação seja verdadeiramente inclusiva e voltada para a diversidade é imprescindível, considerando as contradições que permeiam esse espaço, principalmente com a perpetuação de políticas neoliberais na educação. Por isso, torna-se fundamental ampliar as reflexões sobre o campo das políticas públicas educacionais e do trabalho docente que é impactado diretamente por elas, de forma a contribuir para uma sociedade que valorize a diversidade ao invés de negá-las, promovendo a justiça social e uma escola que não exclua, mas inclua em todos os sentidos.

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 distilled prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.

metaresearch head score (Codex)0.001
metaresearch head score (Gemma)0.002
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesInsufficient payload (model declined to judge)
Consensus categoriesInsufficient payload (model declined to judge)
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Other · Consensus signal: none
Teacher disagreement score0.475
Threshold uncertainty score0.998

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.002
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.001
Science and technology studies0.0010.000
Scholarly communication0.0000.001
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0270.002

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 head0.091
GPT teacher head0.491
Teacher spread0.400 · 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; both teacher heads agree on what is shown here.

Study designNot applicable
Domainnot available
GenreOther

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

Citations0
Published2025
Admission routes1
Has abstractyes

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