Christian Churches and Immigrant Support in Canada: An Organizational Ecology Perspective
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
Canada receives roughly 250,000 immigrants each year, and the government spends considerable resources on assisting them to settle and integrate into Canadian society through the agencies they support. Most of these new immigrants settle in Canada's largest cities, where churches meet specific needs that extend beyond the capacities of government agencies. In smaller centers, churches cover a wide range of services because few government supports are available. Little is known about the work of churches in Canada in spite of their importance to immigrant settlement and integration. In this study, we examine the services offered to immigrants by Canadian Christian churches. We show how the service provision of Christian churches is constrained by other organizations and groups in their environment, in ways consonant with the organizational ecology framework. Specifically, churches service the needs of immigrants by adapting to specific niche needs and by filling in gaps left by other service providers.
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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 | 0.003 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| 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 it