Bibliographic record
Abstract
What is a Länderzentrum (area studies centre)? How does it contribute to educational politics, the internationalization of universities, and culture? The exciting history of the Canadian Studies Centre at the University of Innsbruck, which is celebrating its 20th anniversary, will provide answers to these questions. - Was ist ein Länderzentrum? Welchen Beitrag leistet es zu Bildungspolitik, Internationalisierung der Universitäten und Kultur? Die Antwort gibt die spannende Geschichte des Zentrums für Kanadastudien der Universität Innsbruck, das sein zwanzigjähriges Bestehen feiert. - Qu’est-ce qu’un Länderzentrum (centre international) ? Quelle contribution apporte-t-il à la politique de l’éducation, à l’internationalisation des universités et à la culture ? La réponse se trouve dans l’histoire passionnante du Centre d’études canadiennes de l’université d’Innsbruck, qui fête son vingtième anniversaire.
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 | 0.001 | 0.001 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.002 | 0.001 |
| Scholarly communication | 0.001 | 0.000 |
| Open science | 0.002 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.974 | 0.997 |
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".