Whom Should We Serve? A Discourse Analysis of Social Workers’ Commentary on Undocumented Immigrants
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 We present a discourse analysis of social work practitioners' commentaries on undocumented immigrants that were collected from a survey of practicing social workers' attitudes toward immigration and immigrants. Analyzing 198 open-ended comments, we explore the discursive mechanisms practitioners employ to construct undocumented immigrants, and their professional responsibilities toward them. These views are illustrative of the ways in which the profession determines inclusion and exclusion, writ large in national immigration policies and laws and played out in the arenas of social work and social services. Disparate views of practitioners highlight tensions in the profession's relationships to law and social policies as well as to its own ethics and identity. Keywords: immigrationundocumented immigrantssocial work ethicsqualitative methodsdiscourse analysislaw and social work
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 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.004 | 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