Rapport de fin de Séjour à l’Etranger
Bibliographic record
Abstract
Ce rapport de fin de séjour à l’étranger se divise en deux parties. La première partie donne des informations sur la vie à l’étranger et sur l’université Concordia. Elle commence par présenter Montréal, la recherche de logement et l’inscription à l’assurance maladie. Elle poursuit en donnant des informations sur les magasins, les transports, l’argent et le temps. Elle donne ensuite des détails sur l’Université Concordia: ses campus son administration et ses associations, les différentes activités de divertissement et sportives offertes, et la faculté d’industrie et d’informatique. La seconde partie intitulée “The Web Browsers and their plug-ins, a new means of access to entertainment”. Elle commence par présenter les capacités des navigateurs Internet seules, puis comment les plug-ins accroissent ses capacités pour intégrer des contenus multimédia sur les sites internet.
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 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 | 0.011 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.002 | 0.002 |
| Science and technology studies | 0.012 | 0.006 |
| Scholarly communication | 0.009 | 0.005 |
| Open science | 0.002 | 0.007 |
| Research integrity | 0.004 | 0.005 |
| Insufficient payload (model declined to judge) | 0.050 | 0.016 |
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".