Bibliographic record
Abstract
L'auteur a autoris l'Universit de Montral reproduire et diffuser, en totalit ou en partie, par quelque moyen que ce soit et sur quelque support que ce soit, et exclusivement des fins non lucratives d'enseignement et de recherche, des copies de ce mmoire ou de cette thse.L'auteur et les coauteurs le cas chant conservent la proprit du droit d'auteur et des droits moraux qui protgent ce document.Ni la thse ou le mmoire, ni des extraits substantiels de ce document, ne doivent tre imprims ou autrement reproduits sans l'autorisation de l'auteur.Afin de se conformer la Loi canadienne sur la protection des renseignements personnels, quelques formulaires secondaires, coordonnes ou signatures intgres au texte ont pu tre enlevs de ce document.Bien que cela ait pu affecter la pagination, il n'y a aucun contenu manquant.
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 | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.019 | 0.002 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.001 | 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".