Bibliographic record
Abstract
Changing demographics at post-secondary institutions in Canada provide opportunities for intercultural learning. Curricular design that engages domestic and international students can result in new ways of knowing, seeing, and understanding multiple perspectives of and connections to place. This paper draws on students’ reflections to highlight the effectiveness of place-based and intercultural pedagogies in cultivating a deeper understanding of multiple perspectives of local landscapes, including those of indigenous, non-indigenous, domestic and international students. This is particularly relevant to the study of tourism, an inherently place- based discipline. L’évolution des caractéristiques démographiques dans les établissements postsecondaires du Canada représente l’occasion d’un apprentissage interculturel. Le design curriculaire qui inclut la participation des étudiants canadiens et étrangers peut susciter de nouvelles façons de connaître, d’observer et de comprendre les perspectives multiples et les relations au lieu. Le présent article puise dans les réflexions des étudiants pour souligner l’efficacité des pédagogies interculturelles axées sur la dimension locale en approfondissant la compréhension des perspectives multiples et des paysages locaux, y compris les paysages des Autochtones, des non-Autochtones et des étudiants canadiens et étrangers. Voilà qui est tout particulièrement pertinent pour l’étude du tourisme, un domaine d’études intrinsèquement lié au lieu.
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 | 0.002 | 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 | 0.003 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.000 | 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, 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".