Mental health help-seeking attitudes, utilization, and intentions among older Chinese immigrants in Canada
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
OBJECTIVES: This study had three objectives. First, to determine the extent to which demographic factors, perceived social support, and Chinese cultural beliefs predict attitudes toward mental health help seeking; second, to assess mental health utilization; and third, to assess intentions to utilize mental health services among older Chinese immigrants in Canada aged 55 and above. METHOD: A total of 149 older Chinese adults (M = 73.92 years, SD = 9.99, range = 55-95 years) completed a semi-structured interview protocol in Cantonese or Mandarin. Demographic and health information were collected, and questionnaires assessing perceived social support, mental health help-seeking attitudes, and belief in Chinese culture and values were administered. RESULTS: Demographic and health information, perceived social support, Chinese cultural beliefs and values accounted for 21.8% of the variance in help-seeking attitudes. Descriptive data related to mental health utilization and intentions are provided. CONCLUSION: Older Chinese participants exhibited less positive attitudes that were significantly associated with Chinese cultural beliefs and values. Implications for practice with older Chinese adults are also discussed.
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 | 0.001 | 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) | 0.001 | 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