“There Are Not Enough Lawyers, and There Are Not Enough Financial Resources”: Canadian and American Intimate Partner Violence Service Providers’ Perspectives for Better Supporting Immigrant Women Survivors
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
Immigrant women are at a high risk of intimate partner violence (IPV) and experience many challenges to help-seeking. Currently, little is known about IPV service providers’ perspectives for better supporting immigrant women within their agencies. Drawing on an intersectional framework, constructivist grounded theory (CGT) with a modified written vignette technique was employed. Online surveys were used to gather service providers’ perspectives on the vignette, which described an immigrant woman experiencing IPV. Responses from over 50 IPV service providers in the U.S. and Canada indicated the need for enhanced training to aid immigrant survivors. Further, several respondents recommended changes to the immigration/legal systems, as well as more resources for community outreach and language, legal, and housing support.
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) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.001 | 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