Newcomer challenges with accessing healthcare services in Saskatchewan, 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
Newcomers experience a variety of barriers to healthcare services. The study objective is to identify newcomers’ healthcare barriers. During 2014-2015, we conducted in-depth interviews with service providers, and newcomer parents who had been in Saskatchewan for under 5 years. Primary themes include: 1) navigation difficulty, 2) limited awareness, 3) language, 4) interpretation and translation, 5) health benefits, 6) service limitations and stigma, 7) gender and cultural concerns, 8) health attitudes and beliefs, and 9) work demands. The results exposed service gaps and suggest options to improve access to healthcare. Consideration should be given to the development of formal processes to ensure the provision of information concerning healthcare and health benefit programs, as well as responsive healthcare services, including convenient primary healthcare sites that offer comprehensive care in a culturally responsive manner with embedded interpretation services to ensure that the Saskatchewan healthcare system does not perpetuate or create health disparities.
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 | 0.000 | 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