Effect of Service Barriers on Health Status of Aging South Asian Immigrants in Calgary, 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
This study examined the relationships between service barriers and health status of aging South Asian immigrants. Data were obtained through a structured telephone survey with a random sample of 220 South Asians 55 years of age and older. The effect of the different types of service barriers on the physical and mental health of participants was examined using hierarchical multiple regression, while adjusting for participants' sociocultural demographic backgrounds. An average of 5.9 types of service barriers were reported. Among the four major types of barriers--cultural incompatibility, personal attitude, administrative problems, and circumstantial challenges--more barriers related to personal attitude predicted less favorable physical and mental health. In regard to health prevention, culturally appropriate strategies should be developed and implemented to help aging South Asians to overcome barriers related to personal attitude so that they can have better access to appropriate services.
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 | 0.002 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 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) | 0.000 | 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