Types and Factor Structure of Barriers to Utilization of Health Services among Aging South Asians 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
RÉSUMÉ Souvent, les personnes aînés de groupes ethniques minoritaires éprouvent obstacles différents à l’access aux services de santé. Généralement, les études ont porté sur les groupes combinés d’immigrants âgés ou sur minorités ethno-culturels importantes, tels que les Chinois au Canada ou les Afro-américains et Latino-Américains aux États-Unis. Cette étude visait à examiner les types des facteurs qui constituent des obstacles à l’utilization des services de santé rencontrés à Calgary, Alberta, Canada, par les immigrés vieillissants d’Asie du Sud. Un sondage téléphonique a été utilisé pour rassembler des données d’un échantillon aléatoire d’immigrants d’Asie du Sud âgés de 55 ans et plus. L’analyse des éléments principaux a révélé quatre types principaux d’obstacles: l’incompatibilité culturelle; les attitudes personnelles; les problèmes administratifs dans la livraison et les défis posés par les circonstances.
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 | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| 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