Linking Practitioners' Attitudes Towards and Basic Knowledge of Immigrants with Their Social Work Education
Why this work is in the frame
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Bibliographic record
Abstract
Based on a survey of 1,124 social workers in the United States, this article examines how practitioners' attitudes towards immigrants and their general knowledge of immigration varied according to the content of their social work education. Although the majority of practitioners reported receiving coursework on practice with immigrants, this showed no effect on their attitudes or knowledge. In contrast, coursework on immigration policy predicted more favorable attitudes towards immigrants. Considering the mounting anti-immigrant sentiment and retrenchment of immigrants' rights in the United States, the results suggest the need to further explore what course work content is needed to prepare social workers for the current needs of the field. We argue that social work education must expand upon existing cultural competence models of practice with immigrants, to better prepare social workers to address the deepening social exclusion of undocumented immigrants in the United States.
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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 | 0.003 |
| Science and technology studies | 0.003 | 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) | 0.001 | 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