MétaCan
Menu
Back to cohort

Políticas de Internacionalização na Educação Básica: inserções na formação continuada de professores

2025· article· pt· W7103981310 on OpenAlexaboutno aff

Bibliographic record

VenueVértices · 2025
Typearticle
Languagept
FieldSocial Sciences
TopicGlobal Education and Multiculturalism
Canadian institutionsnot available
Fundersnot available
KeywordsRelation (database)Perspective (graphical)Value (mathematics)Process (computing)

Abstract

fetched live from OpenAlex

This article discusses the process of the internationalization of education in Brazil, with an emphasis on teacher training. It examines how internationalization, initially focused on higher education, has also come to influence basic education through public policies and academic mobility programs such as Science Without Borders, Languages Without Borders, and initiatives developed in the United States, Canada, Ireland, and Mercosur. The discussion is grounded in the contributions of Thiesen (2017, 2019), Passoni, El Kadri, and Oliveira (2024), Damasceno and Bethônico (2020), as well as reflections based on decolonial perspectives from Mignolo (2005, 2017), highlighting developments during the period from 2020 to 2025. Through intersections with the legal framework, the National Common Curricular Base, and current programs, the paths taken, the political choices made, and the forms of international integration being prioritized are questioned, suggesting more inclusive and contextualized alternatives for teacher education.

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 categoriesMeta-epidemiology (narrow)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.405
Threshold uncertainty score1.000

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 communication0.0010.001
Open science0.0010.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0010.000

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 head0.036
GPT teacher head0.403
Teacher spread0.367 · 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 teacher head, not a consensus.

Study designQualitative
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

Citations0
Published2025
Admission routes1
Has abstractyes

Explore more

Same venueVérticesSame topicGlobal Education and MulticulturalismFrench-language works237,207