Social Work Journals and the Disciplinary Production of Alternative Knowledge(s)
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
Disciplinary knowledge is reflected, legitimated, and replicated in academic journals, social work knowledge reproducing mainly Western knowledge(s). Hence, there has been an increase in the calls for a stronger articulation and inclusion of critical alternatives. Using a critical social work lens, we explored whether and how social work journals reproduce alternative knowledges. We developed a novel global list of all 272 social work journals and invited journal editors to respond to a virtual, exploratory qualitative survey. Through our reflexive thematic analysis, we identified two core themes in the 31 responses – the journal editors’ attachment to dominant, white, western social work knowledge and values, and their rhetorical inclusion of alternative knowledges. Alternative knowledges were seldom constructed as subjugated voices, but rather as innovation, gaps, or international perspectives. Despite agreeing that social work journals should include of a variety of knowledges, few journals created intentional space for subordinated knowledges. A disciplining mechanism that excludes/minimizes the alternative voices, and invalidates their experience was used to avoid attention to marginalized and silenced perspectives. Such processes impoverish social work knowledge. To enrich social work knowledge, journal editors should act intentionally, collectively, and critically to identify critical alternative knowledges and facilitate their inclusion in the social work canon.
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 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.002 | 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