Social workers as double agents: critical inquiry, social work education, and the youth question
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
Contemporary iterations of the youth question present social work with a generative challenge to imagine the education needs of youth as social work students, and at the same time, to imagine the intervention needs of youth as service users. This paper engages this challenge through an empirical case that confronted us with our own preconceived understandings of young people and social work: a funded project to support the program evaluation capacity of a national network of youth centers in Canada. Working through three tensions that emerged in this work—(1) assumptions about youth and workers, (2) participation as a best-practice, and (3) how local data collection practices are networked to ambiguous, ongoing social processes—we reflect project learning and youth studies literature together to explore the possibilities of ‘critical inquiry skills’ in social work education. As we develop the concept here, critical inquiry skills are a means to encourage young people to see themselves as simultaneously within and outside of the categories and approaches they are taught and subjected to, and by extension, to invite and support newcomers to make the discipline and profession their own.
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 | 0.003 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.003 |
| Science and technology studies | 0.009 | 0.002 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.001 | 0.001 |
| 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 it