Bibliographic record
Abstract
Departement de genie logiciel et des technologies de 1'information a I'Ecole de technologic superieure M. Witold Suryn, president du jury Departement de genie logiciel et des technologies de I'information a I'Ecole de technologic superieure M. Pierre Bourque, membre du jury Departement de genie logiciel et des technologies de Tinformation a I'Ecole de technologic superieure M. Yann-Gael Gueheneuc, examinateur exteme Departement d'informatique et recherche operafionnelle a I'Universite de Montreal ELLE A FAIT L'OBJET D'UNE SOUTENANCE DEVANT JURY ET PUBLIC LE 19FEVRIER2008 A L'ECOLE DE TECHNOLOGIE SUPERIEUREA la memoire de mon pere A ma mereREMERCIEMENTS J'adresse tout d'abord mes remerciements les plus sinceres et ma gratitude la plus
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) | 0.000 | 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) | 0.015 | 0.004 |
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; both teacher heads agree on what is shown here.
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".