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
La diffusion de ce rnernolre se fait dans Ie respect des droits de son auteur, qui a siqne Ie formulaire Autorisation de reproduire et de diffuser un travail de recherche de cycles supetieurs (SDU-522- Rev.01-2006). Cette autorisation stipule que «contorrnernent a I'article 11 du Reglement no 8 des etudes de cycles superieurs, [I'auteur] concede a l'Universite du Quebec a Montreal une licence non exclusive d'utilisation et de publication de la totalite ou d'une partie importante de [son] travail de recherche pour des fins pedaqoqiques et non commerciales. Plus precisernent, [I'auteur] autorise l'Universlte du Quebec a Montreal a reproduire, diffuser, preter, distribuer ou vendre des copies de [son] travail de recherche a des fins non commerciales sur quelque support que ce soit, y compris l'lnternet. Cette licence et cette autorisation n'entrainent pas une renonciation de ria] part [de I'auteur] a [ses] droits moraux ni a [ses] droits de propriete intellectuelle. Sauf entente contraire, [I'auteu r] conserve la liberte de diffuser et de commercial iser ou non ce travail dont [il] possede un exernplaire. » Note au lecteur: L'auteure tient it souligner que Ies donnees juridiques contenues dans ce memoire sont it jour
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 | 0.001 | 0.001 |
| 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) | 0.001 | 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 it