Exploring access in a volunteer free-service dental clinic.
Bibliographic record
Abstract
Introduction: Marginalized, low-income individuals face many barriers to dental care, including but not limited to cost. The Student Health Initiative for the Needs of Edmonton (SHINE) dental clinic is a student-operated volunteer clinic offering free services to low-income individuals. This study aimed to explore the access to dental care needs of low-income groups, from community health brokers' perspectives. Case description: The study was deemed exempt from ethical approval (Pro00074745). Five semistructured interviews exploring access to dental care were conducted with health brokers purposefully selected from 4 different community outreach centres. Access was defined and analysed using Penchansky and Thomas' theory of access as modified by Saurman. Results: Interviews revealed lack of awareness of the SHINE clinic. Translation and interpretation support was an identified need, and there was concern for clients who fear discrimination in health care settings. Conclusion: Preliminary barriers to care at SHINE were identified. However, further investigation is required to understand how SHINE aligns with population needs.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.004 | 0.006 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.005 | 0.002 |
| Scholarly communication | 0.003 | 0.002 |
| Open science | 0.001 | 0.004 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.006 | 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".