“Are we…providing them with an equal service?”: Speech-language pathologists’ perceptions of bilingual aphasia assessment of Samoan-English speakers
Bibliographic record
Abstract
Purpose: Speech-language pathologists are more often providing services to clients from a different cultural and/or linguistic background from their own. It can be particularly challenging to conduct language assessments with individuals with bilingual aphasia, especially given the limited research in this area. This investigation explored speech-language pathologists’ perspectives on: the challenges that impede the assessment of language in Samoan-English speakers with bilingual aphasia; and the facilitators that support the assessment of language in Samoan-English speakers with bilingual aphasia. Methods: The study used a qualitative descriptive approach, underpinned by a constructivist paradigm. A focus group was conducted with four speech-language pathologists who had experience working with Samoan-English speakers with bilingual aphasia, including one clinician with extensive knowledge of the Samoan language. Results: The focus group yielded rich data relevant to the research questions. Analysis revealed 29 codes within eight categories of challenges related to: the Samoan language and culture; the SLP’s background; using interpreters; family involvement; the logistics of the assessment; determining which language(s) to assess; assessment tasks and resources; and obtaining an initial impression of and building rapport with the individual. The analysis also identified 14 codes within five categories of facilitators related to: the SLP’s background; using interpreters; family involvement; determining which language(s) to assess; and assessment tasks and resources. Conclusions: The investigation provides valuable insights into the experience of conducting language assessments with Samoan-English speakers with bilingual aphasia. The findings may also be useful for informing the delivery of speech-language pathology services to other individuals with bilingual aphasia.
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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 | 0.013 | 0.040 |
| Meta-epidemiology (narrow) | 0.000 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.010 | 0.008 |
| Scholarly communication | 0.006 | 0.004 |
| Open science | 0.002 | 0.006 |
| Research integrity | 0.003 | 0.004 |
| Insufficient payload (model declined to judge) | 0.003 | 0.001 |
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".