Local Immigration Partnerships: Building Welcoming and Inclusive Communities through Multi-Level Governance
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
Community Connections is a key component of Citizenship and Immigration Canada’s (CIC’s) modernized Settlement Program and an essential thread that influences all aspects of integration. The work of Community Connections is twofold: foster active and meaningful connections between newcomers and host communities, and enable newcomers to develop a sense of belonging while helping communities better understand the interests and potential contributions of newcomers. Local Immigration Partnerships (LIPs) embody the evolving work of Community Connections. Through LIPs, CIC supports a new form of locally based collaboration among multiple stakeholders. These partnerships enable communities to develop strategic plans to address the opportunities and challenges associated with fostering inclusive and responsive environments. They also signify an innovation in multi-level collaborative governance – encouraging co-operation among federal, provincial, and municipal governments. Local Immigration Partnerships play an essential role in organizing various groups to develop coordinated strategies and target mainstream institutions, with the ultimate goal of factoring
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 | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| 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