Effects of Service Barriers on Health Status of 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
The authors examine the effects of service barriers on the health status of older Chinese immigrants in Canada. A survey was completed in seven Canadian cities by a random sample of 2,214 older Chinese immigrants age 55 years or older. Service barriers related to administrative problems, personal attitudes, and circumstantial difficulties were significant predictors of physical and mental health when controlling for the demographic factors. Empirically, the findings confirm that service barriers are detrimental to the health of older immigrants. The service barriers in the areas of ethnic, language, or cultural differences between the service providers or services themselves and the older Chinese clients also suggest that factors related to communication contribute to these older clients' perception of services or providers as culturally insensitive or unresponsive. Considering the individual, social, and economic costs incurred by adverse health consequences, barriers in service delivery must be addressed.
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 | 0.001 |
| Science and technology studies | 0.000 | 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) | 0.000 | 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 it