Difusão da pesquisa educacional entre profissionais do ensino e círculos acadêmicos
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.
Bibliographic record
Abstract
Este artigo apresenta os resultados de uma pesquisa feita em Quebec sobre as necessidades, expectativas, representações e conhecimentos dos agentes do sistema educativo quanto às formas, modalidades e práticas que utilizam e que poderiam e deveriam utilizar no processo de transferência e divulgação de resultados de pesquisa sobre o ensino. Entrevistas semi-estruturadas feitas com os principais agentes do sistema educativo (pesquisadores, responsáveis por associações pedagógicas, sindicatos e Ministério da Educação) e um estudo realizado com os professores constituem o material no qual baseamos nossa metodologia. A síntese dos dados sugere pistas para a solução das dificuldades atualmente enfrentadas para a difusão das pesquisas universitárias junto aos professores.
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 imitationNot 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.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.002 | 0.001 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.002 | 0.001 |
| Scholarly communication | 0.001 | 0.002 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.050 | 0.006 |
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 it