Social work as a moral and political practice
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
English In their efforts to promote the Global Standards for the Education and Training of the Social Work Profession, the authors discovered the withering of the moral and political bases of social work practice in the West. The revitalization of the roots of social work is important to the promotion of social justice. French Dans leurs efforts pour promouvoir les Standards Mondiaux pour l’Enseignement et la Formation aux Professions Sociales, les auteurs découvrent le déclin des bases morales et politiques de la pratique du travail social en occident. La revitalisation des racines du travail social est importante pour la promotion de la justice sociale. Spanish En su esfuerzo para promover los Estándares Globales para la Educación y el Entrenamiento en la Profesión del Trabajo Social, los autores descubrieron el marchitar de las bases políticas y morales de la práctica del trabajo social en occidente. La revitalización de las raíces del trabajo social es importante para la promoción de la justicia social.
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 | 0.003 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.003 |
| Science and technology studies | 0.006 | 0.001 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.007 | 0.002 |
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