A teaching experience in the industrial acoustics integrating pedagogy of cooperation, computer laboratory and session project
Bibliographic record
Abstract
Cet article dcrit comment trois lments pdagogiques non conventionnels ont t intgrs dans le cours d 'acoustique industrielle des tudiants au baccalaurat en gnie mcanique de l 'cole de technologie suprieure : (i) Mthode pdagogique active base sur la pdagogie de la coopration, (ii) Utilisation intensive de l 'outil informatique par l'intermdiaire de sances de travaux pratiques et d 'examens en laboratoire informatique et (iii) Projet de session en quipe impliquant le diagnostic des sources de bruit, la conception et la ralisation d 'un prototype bruit rduit d 'un outil ou d 'un appareil mnager lectriques.
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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 | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 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 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".