Occupation’s Role in Producing Inclusive Spaces: Immigrants’ Experiences in Linguistic Minority Communities
Bibliographic record
Abstract
While the "situatedness" of occupation in the context of migration has been explored using various approaches, there remains a need for a holistic and dynamic understanding of the concept of space and the spatiality of occupation. Adopting Lefebvre's theory of the production of space and taking a transactional approach to occupation, we examined the role of immigrants' occupational engagement in the production of Francophone minority community spaces in Metro Vancouver, Canada. We completed a critical ethnography and focus on findings from participant observations and in-depth and go-along interviews with French-speaking immigrants. Findings shed light on the influence of immigrants' occupational engagement on the production of minority spaces. To study the spatiality of occupation comprehensively, we need to move beyond an examination of the immediate environment to address other components of the production of space as well as the interrelation of spaces through occupation.
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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 | 0.009 | 0.004 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.003 |
| Insufficient payload (model declined to judge) | 0.001 | 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".