Why do Chinese Canadians not Consult Mental Health Services: Health Status, Language or Culture?
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
Data from the Canadian Community Health Survey Cycle 1.1 showed that Chinese immigrants to Canada and Chinese individuals born in Canada were less likely than other Canadians to have contacted a health professional for mental health reasons in the previous year in the province of British Columbia. The difference persisted among individuals at moderate to high risk for depressive episode. Both immigrant and Canadian-born Chinese showed similar characteristics of mental health service use. The demographic and health factors that significantly affected their likelihood to consult mental health services included Chinese language ability, restriction in daily activities, frequency of medical consultations, and depression score. Notwithstanding lower levels of mental illness in ethnic Chinese communities, culture emerged as a major factor explaining differences in mental health consultation between Chinese and non-Chinese Canadians.
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) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.001 | 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) | 0.002 | 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