Amélioration de la conception de systèmes de pompes à chaleur géothermiques
Bibliographic record
Abstract
DDICACEIl y a assez de tout dans le monde pour satisfaire aux besoins de l'homme, mais pas assez pour assouvir son avidit.-Mahatma Gandhi IV REMERCIEMENTSJe tiens tout d'abord remercier Michel Bernier, mon directeur de recherche, pour les nombreux moments passs en sa compagnie.Excellent pdagogue et amoureux de la connaissance et de sa transmission, il m'a permis de dcouvrir le monde de la recherche ainsi que son importance pour le monde professionnel.Les conseils, la rigueur et la passion qu'il m'a transmis ont t essentiels la ralisation de ce travail de recherche et me serviront coup sr pour la suite des choses.Je remercie ensuite naturellement mes collgues devenus amis, notamment Bruno Marcotte,
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.
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 | 0.002 | 0.000 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.001 | 0.001 |
| 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".