Bibliographic record
Abstract
MJM CONSEILLERS EN ACOUSTIQUE INC. est un bureau de consultation fondé au printemps 1984 par son actuel président, l'architecte Michel Morin, qui possède 36 ans d'expérience en acoustique et en contrôle du bruit. MJM s'est fait connaître par le nombre et la variété des projets auxquels il a participé, par les projets de recherche en acoustique et en contrôle du bruit qu'il a menés à terme et dont les comptes-rendus ont été distribués à travers le monde, ainsi que par le support technique qu'il procure aux industries désireuses d'améliorer la performance acoustique des biens qu'elles produisent. MJM fournit des recommandations claires qui peuvent être mises en place facilement à l'aide de matériaux courants le plus souvent disponibles chez plusieurs fournisseurs de matériaux.
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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 | 0.005 | 0.008 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.003 | 0.002 |
| Science and technology studies | 0.004 | 0.001 |
| Scholarly communication | 0.003 | 0.002 |
| Open science | 0.001 | 0.003 |
| Research integrity | 0.002 | 0.002 |
| Insufficient payload (model declined to judge) | 0.202 | 0.054 |
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".