Análise de práticas educativas no ensino de física: um estudo com alunos do ensino médio da rede pública de são paulo
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 trabalho apresenta os resultados de uma pesquisa realizada com alunos do ensino médio da rede pública de São Paulo para analisar o funcionamento psico-social da sala de aula na disciplina de Física. Para tanto, utilizou-se de instrumento tipo escala de Likert desenvolvido por pesquisadores australianos e modificado por pesquisadores portugueses. Os dados foram analisados pelo método estatístico VARIMAX, no qual os fatores obtidos favoreceram a interpretação das possíveis correlações entre as concepções apresentadas no instrumento de medida. Os resultados apontam que os alunos têm concepção positiva da sala de aula e que apesar das dificuldades enfrentas se propõem ao aprendizado da disciplina
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 | 0.012 | 0.008 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.002 | 0.001 |
| Bibliometrics | 0.001 | 0.007 |
| Science and technology studies | 0.003 | 0.003 |
| Scholarly communication | 0.002 | 0.001 |
| Open science | 0.003 | 0.001 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.003 | 0.002 |
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.
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