Primary Health Care with Immigrant and Refugee Populations: Issues and Challenges
Bibliographic record
Abstract
Ontario's community health centres (CHCs) are leaders in providing community based health care programs and services. One of the primary objectives of the CHC program is to promote access to health care for populations that have traditionally experienced barriers for reasons such as language, culture and age, or for populations that are at high risk for illness such as persons living in poverty or those who are homeless. Funded by the provincial Ministry of Health and Long Term Care, Access Alliance Multicultural Community Health Centre is located in downtown Toronto, and is mandated to work specifically with immigrants and refugees to promote health and better access to health care. This paper describes the complexity of issues facing newcomers, the Centre's programs and services, as well as the organisation's struggle to define its role and value within the health and social service sector and to newcomer communities.
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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 | 0.020 | 0.020 |
| Meta-epidemiology (narrow) | 0.000 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.020 | 0.009 |
| Scholarly communication | 0.011 | 0.007 |
| Open science | 0.004 | 0.014 |
| Research integrity | 0.011 | 0.007 |
| Insufficient payload (model declined to judge) | 0.014 | 0.002 |
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".