In whose words? Struggles and strategies of service providers working with immigrant clients with limited language abilities in the violence against women sector and child protection services
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
Abstract Newcomer and immigrant clients with limited language abilities face communication barriers that can compromise their capacity to make informed decisions about themselves and their children with serious implications for their families. These clients most likely had high proficiency of language in their country of origin but are learning the language of the new host country. Using a phenomenological design to elicit descriptions from and interpret experiences of Canadian‐helping professionals, we conducted four focus groups first with child protection workers, and second with violence against women service providers. Analyses of these data uncovered five themes: (1) enhancing client engagement and self‐agency; (2) advantages and drawbacks in use of interpreters; (3) creative and intensive translation strategies; (4) structural challenges and (5) gender and cultural considerations. Results are organized into an ecological framework in putting forward implications for policy and practice. The over‐arching finding supports that important training and preparation are necessary for service providers to deliver language‐sensitive services. As well, funding levels need to be increased to better match service delivery goals. Newcomer and immigrant clients whose language needs are not adequately met potentially face safety issues and/or fragmentation of their families.
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 | 0.001 | 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 | 0.001 | 0.001 |
| Scholarly communication | 0.000 | 0.001 |
| 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