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
This paper explores racism specifically as an ethical concern in the field of social work and queries why it has been insufficiently emphasised in the discursive frames on ethics. The minimisation of racism as an ethical issue is illustrated utilising two research studies with racialised practitioners who highlighted experiences of racism. Epistemologies of ignorance by dominant groups contribute to norms that maintain dominance. These epistemological failings, as exemplified in social work, are delineated. Additionally, the utilisation of codes of ethics, based on the work of Kant, who was also an architect of a hierarchy of races, is considered. An exploration of this historical connection, and the traditional approach to ethics used in social work that followed, illuminates a difficulty with universal principles as they are interpreted in the Global North for primary guidance in social work ethics. The outcome of these problems results in testimonial and hermeneutic injustice for those affected by racism, causing significant harm.
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 | 0.010 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.029 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.003 |
| 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