Providing Accessible Services to Minority Ethnic Deaf People: Insights from a Study in Alberta, Canada
Bibliographic record
Abstract
Evidence suggests that minority ethnic people in general and minority ethnic deaf people (MEDP) in particular face numerous formidable obstacles in their attempts to gain access to services in the community. Deaf people from minority ethnic groups who have no English and/or American Sign Language (ASL) skills have particular difficulty gaining access to services. The study therefore was concerned with identifying some of the special needs and difficulties of MEDP who are trying to gain access to services in multiethnic communities. Qualitative approaches were used in data gathering and analysis. The results indicated six areas of difficulty for MEDP in gaining access to services: (a) communication barriers, (b) a lack of recognition of the needs of MEDP, (c) inappropriate service delivery and a lack of information on available services, (d) insufficient cultural sensitivity on the part of service providers, (e) issues of user involvement, and (f) a lack of specific programs for MEDP.
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How this classification was reachedexpand
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 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, 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".