Defining Mental Illness and Accessing Mental Health Services: Perspectives of Asian Canadians
Bibliographic record
Abstract
Asian Canadians consistently underutilize mainstream mental health services. This study investigates how the definition and meaning of mental illness relates to barriers Asian Canadians find in accessing mental health services. Personal interviews were conducted with 60 Asian Canadians in a northern community in the province of British Columbia. Content analyses revealed six themes that defined a mental health problem: (a) feeling a lack of purpose in life, (b) feeling lonely, (c) difficulties understanding and dealing with a new environment, (d) high anxiety levels, (e) descriptions of mental health problems as somatic illnesses, and (f) perceptions of mental illness as serious and potentially not treatable. It was also found that poor English language ability and a lack of understanding of mainstream culture were major barriers to accessing mental health facilities. Findings of this study provided valuable insights concerning Asian immigrants' hesitancy accessing and utilizing mainstream mental health facilities. The many poignant personal anecdotes illustrate that the migration and adaptation processes can be painful and full of anguish. Unless their experiences are better understood and accepted, many Asian Canadians will likely remain outside of the available mainstream mental health facilities.
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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 | 0.003 | 0.005 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.002 | 0.004 |
| Science and technology studies | 0.027 | 0.010 |
| Scholarly communication | 0.005 | 0.002 |
| Open science | 0.001 | 0.004 |
| Research integrity | 0.001 | 0.003 |
| 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 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".