Dismantling Sociocultural Barriers to Eye Care with Tele-Ophthalmology: Lessons from an Alberta Cree Community
Why this work is in the frame
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Bibliographic record
Abstract
PURPOSE: There are significant disparities in access to health care amongst Aboriginal Canadians. The purpose of this study was to determine whether tele-ophthalmology services, provided to Aboriginal Canadians in a culturally-sensitive community-based clinic, could overcome social and cultural barriers in ways that would be difficult in the traditional hospital-based setting. METHODS: The Aboriginal Diabetes Wellness Program of Alberta incorporates culturally-sensitive health-related activities and rituals as a component of a diabetic retinopathy tele-ophthalmology screening program. Metrics of program attendance were collected while stakeholders participated in a survey to identify barriers to healthcare delivery. RESULTS: Aboriginal patients, cultural liaison, nurses and program administrators revealed economic, geographic, social and cultural barriers to healthcare faced by Aboriginal people. It was found that the introduction of culturally-sensitive programs led to increased appointment attendance; from 25% to 85%. Involvement of Aboriginal nurses, inclusion of culturally-sensitive activities and participation in spiritual ceremonies led to qualitative accounts of increased patient satisfaction, trust towards the healthcare team and communication amongst participants. CONCLUSIONS: A culturally-sensitive model of healthcare delivery in a community-based health clinic improved access to tele-ophthalmology services. This was demonstrated by increased attendance at appointments and increased satisfaction amongst patients.
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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 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.005 |
| 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