Bibliographic record
Abstract
Este artigo propõe reflexões sobre dinâmica de grupo a partir de um estudo de caso de uma turma de língua inglesa. Para tal, apresentamos parte dos resultados desse estudo que teve enfoque na percepção dos participantes sobre o processo grupal, na influência desse grupo sobre o processo de aprendizagem de seus membros e também na percepção dos participantes do que seja "um grupo facilitador do processo de aprendizagem de língua inglesa." Os dados obtidos nesta pesquisa sugerem que o grupo da sala de aula e o seu desenvolvimento são fatores que podem interferir no processo de aprendizagem da língua-alvo. Os resultados, portanto, são indicativos de certas condições em que se dá o desenvolvimento do grupo de língua, do início ao seu término, e de aspectos que interferem nesse processo.
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How this classification was reachedexpand
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 | 0.001 | 0.004 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.002 | 0.001 |
| Scholarly communication | 0.001 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.002 | 0.001 |
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.
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 teacher head, 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".