A Reflexive View of Refugee Integration and Inclusion: A Case Study of the Mennonite Central Committee and the Private Sponsorship of Refugees Program
Bibliographic record
Abstract
Through a qualitative case study with Mennonite Central Committee (MCC) sponsorship groups and former refugee newcomers, we adopt a reflexive, relational, and systemic lens (Bourdieu) to analyze the institutional and interpersonal relationships in the Private Sponsorship of Refugees (PSR) Program, and more specifically, the ways in which MCC Ontario’s sponsorship program invigorates or frustrates dynamics of social inclusion. We situate the institutional relations of the PSR Program as nested social fields and sub-fields, revealing complementary and competing systems of capital that direct explicit and implicit visions for “success” in MCC sponsorships. A peculiar Mennonite/MCC social field and structure of capital generates institutional and social tensions, yet an ambivalent disposition or divided habitus presents possibilities for seeing, understanding, and challenging dynamics of social exclusion.
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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 | 0.009 | 0.008 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.002 | 0.002 |
| Science and technology studies | 0.030 | 0.030 |
| Scholarly communication | 0.008 | 0.005 |
| Open science | 0.002 | 0.013 |
| Research integrity | 0.003 | 0.004 |
| Insufficient payload (model declined to judge) | 0.003 | 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 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".