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Record W4200320193 · doi:10.5354/2735-7279.2021.65651

PAULO FREIRE Y LAS POLÍTICAS DE LA PEDAGOGÍA CRÍTICA: UN LEGADO DE LUCHA

2021· article· es· W4200320193 on OpenAlexaff
Henry A. Giroux

Bibliographic record

VenueRevista Enfoques Educacionales · 2021
Typearticle
Languagees
FieldComputer Science
TopicEducational Innovations and Technology
Canadian institutionsMcMaster University
Fundersnot available
KeywordsHumanitiesPhilosophyPolitical science

Abstract

fetched live from OpenAlex

Freire es uno de los pocos escritores cuya obra trasciende el momento histórico en el que aparecieron sus aportes. Su obra va más allá de su tiempo y se traduce con más fuerza y relevancia para abordar el futuro. Su legado en el momento actual es profético e inestimable para navegar en un momento oscuro de la historia, un momento que apunta a una mezcla de esperanza y desesperación. Las crisis entrecruzadas de la economía, la salud, el cambio climático, la política, el racismo y la democracia parecen apocalípticas, especialmente con el ascenso de la extrema derecha y las versiones actualizadas de políticas fascistas que emergen en todo el mundo. ¿Qué papel podrían tener la pedagogía y la política de la esperanza de Paulo Freire en un momento en que en medio de una pandemia mundial se ha vuelto cada vez más difícil "no sentir que algo -quizás el mundo- se está acabando, mientras luchamos por comprender las disrupciones sin precedentes de nuestros ordenamientos sociales y nuestras vidas personales"?

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)0.007
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: Theoretical or conceptual · Consensus signal: Theoretical or conceptual
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.043
Threshold uncertainty score0.164

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0070.010
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0020.002
Science and technology studies0.0190.040
Scholarly communication0.0130.009
Open science0.0010.006
Research integrity0.0060.012
Insufficient payload (model declined to judge)0.0080.001

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 head0.017
GPT teacher head0.337
Teacher spread0.320 · 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 designTheoretical or conceptual
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

Citations2
Published2021
Admission routes1
Has abstractyes

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Same venueRevista Enfoques EducacionalesSame topicEducational Innovations and TechnologyFrench-language works237,207