A Preliminary Investigation into Private Refugee Sponsors
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
Faith-based and other civil society organizations, along with more ad-hoc groups of Canadians, have sustained a continuous program of private refugee sponsorship in Canada for 40 years. The Syrian refugee exodus inspired thousands of Canadians with little or no prior experience to also take up refugee sponsorship. Little is known about private sponsors, their characteristics and experiences, and the impact of sponsorship on them. This article undertakes two tasks. First, it sketches the contours of a large, interdisciplinary project investigating the phenomenon of private refugee sponsorship from the perspective of Canadian sponsors of Syrians, including both long-term and new sponsors. The project asks how the project of welcoming refugees remakes the citizenship of Canadians. Second, the article presents original data selected from a survey of over 500 sponsors of recently arrived Syrians. We conclude with future directions for research and analysis.
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.
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) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.002 |
| 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