Ensinado Programação apoiada por um ambiente virtual e exercícios associados a cotidiano dos alunos: compartilhando alternativas e lições aprendidas
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 e as lições aprendidas relacionadas a uma metodologia para apoiar o ensino de programação para iniciantes. Buscou-se criar alternativas para ampliar o espaço de encontros presenciais com a criação de uma sala de aula virtual e uso de enunciados de exercícios que nos permitissem aproximar dos interesses dos alunos por meio de situações ancoradas nos seus hábitos de lazer. Discute-se a questão dos desafios e possibilidades da integração de múltiplos espaços e ferramentas existentes na Internet, a questão da motivação para realizar as tarefas a partir da oferta de exercícios que estejam relacionados ao cotidiano dos alunos.
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 | 0.005 | 0.004 |
| Meta-epidemiology (narrow) | 0.002 | 0.002 |
| Meta-epidemiology (broad) | 0.002 | 0.001 |
| Bibliometrics | 0.001 | 0.003 |
| Science and technology studies | 0.002 | 0.001 |
| Scholarly communication | 0.007 | 0.003 |
| Open science | 0.005 | 0.002 |
| Research integrity | 0.001 | 0.005 |
| Insufficient payload (model declined to judge) | 0.000 | 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 it