La présence francophone européenne (belge, française et suisse) dans l’Ouest canadien : entre mémoire et actualité European French-speaking communities - Belgium, France and Switzerland - in western Canada, betwewen memory and topicality
Bibliographic record
Abstract
Appel communicationLa clbration du 150e anniversaire de la Confdration est l'occasion de redcouvrir la contribution unique des francophonies europennes (Belgique, France et Suisse) l'histoire du Canada.Abondamment documente dans l'Est du pays, la contribution de ces francophonies a fait l'objet de quelques tudes dans l'Ouest parmi lesquels celles de Robert Painchaud (1987), Bernard Penisson (1986 1991) et Audrey Pye ( 2005) pour la France Serge Jaumain (1999) et Cornelius J. Jaenen (2011) pour la Belgique et Ilona Shulman (2013) pour la Suisse.Diffuse, cette immigration a touch des classes trs diverses de la population et laiss une trace indlbile sur le patrimoine tant matriel, intellectuel que spirituel de l'Ouest canadien.
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 | 0.002 | 0.006 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.004 | 0.007 |
| Science and technology studies | 0.004 | 0.002 |
| Scholarly communication | 0.004 | 0.001 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.015 | 0.001 |
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".