Primary Mental Health Care Information and Services for St. John's Visible Minority Immigrants: Gaps and Opportunities
Bibliographic record
Abstract
This article draws on an environmental scan and interviews with visible minority immigrants in a small urban Atlantic community to report on gaps and opportunities for improving access to information about primary mental health care services and barriers to utilization of these services. Information about services was limited and did not specifically address the complex health-related concerns of immigrants with diverse religious and cultural backgrounds. Accessing information about mental health care services was challenging for some visible minority immigrants because of physical and financial constraints and limited computer and language literacy. The major barriers to the utilization of primary mental health care services were lack of information, language and literacy issues, a mistrust of primary mental health care services, the stigma associated with mental illness, long wait times, lack of finances, and religious and cultural differences and insensitivity. A list of nine recommendations, which may be of interest to mental health decision-makers and service providers in small urban centers with limited ethno-cultural diversity, is provided.
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How this classification was reachedexpand
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 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, 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".