Análise de práticas educativas no ensino de física: um estudo com alunos do ensino médio da rede pública de são paulo
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
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot 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.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.004 | 0.012 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.003 | 0.004 |
| Science and technology studies | 0.004 | 0.002 |
| Scholarly communication | 0.002 | 0.001 |
| Open science | 0.001 | 0.003 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.002 | 0.000 |
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.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
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".