MétaCan
Menu
Back to cohort
Record W6987775916

Tutorías entre pares como promotoras de desarrollo profesional docente: transformación de prácticas y creencias en docentes de escuelas de Nicaragua y Honduras

2024· article· es· W6987775916 on OpenAlex

Why this work is in the frame

A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.

fundA Canadian funder is recorded on the work.
no affNo Canadian affiliation: this work is invisible to an affiliation-only frame.
No Canadian affiliation. An affiliation-only frame, the usual design, would never have seen this work. It is one of the works that make the case for inverting the frame.

Bibliographic record

VenueScientific Electronic Library Online (Scientific Electronic Library Online) · 2024
Typearticle
Languagees
FieldSocial Sciences
TopicEducation in Rural Contexts
Canadian institutionsnot available
FundersInternational Development Research Centre
KeywordsLatin AmericansContext (archaeology)Quantitative methodologyEthnography
DOInot available

Abstract

fetched live from OpenAlex

Los Programas de Desarrollo Profesional Docente (DPD) ofrecen una oportunidad para mejorar la educación, aunque sus resultados varíen. En América Latina, Honduras y Nicaragua han avanzado en la profesionalización docente, pero persisten desafíos. En este contexto se implementó un proyecto de innovación pedagógica en escuelas rurales de ambos países para investigar su impacto en el DPD, enfocándose en los cambios de creencias y prácticas docentes, así como en las características efectivas de la innovación. La metodología cualitativa incluyó 19 observaciones de clases, entrevistas individuales con 19 docentes y 16 entrevistas grupales con estudiantes. Se identificaron cambios hacia paradigmas constructivistas, destacando el papel mediador del docente, el uso de preguntas para estimular el aprendizaje activo y el reconocimiento de la importancia de los aspectos socioemocionales en el aprendizaje. La flexibilidad y adaptabilidad se destacaron como atributos cruciales de la innovación, alineándose con las características de los programas de DPD eficaces.

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.

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)0.007
metaresearch head score (Gemma)0.001
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMeta-epidemiology (narrow), Science and technology studies, Scholarly communication, Open science, Research integrity, Insufficient payload (model declined to judge)
Consensus categoriesMeta-epidemiology (narrow), Science and technology studies, Research integrity
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.573
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0070.001
Meta-epidemiology (narrow)0.0020.002
Meta-epidemiology (broad)0.0020.002
Bibliometrics0.0020.010
Science and technology studies0.0040.004
Scholarly communication0.0120.014
Open science0.0070.001
Research integrity0.0020.006
Insufficient payload (model declined to judge)0.0070.000

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 head0.012
GPT teacher head0.312
Teacher spread0.300 · 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