Bibliographic record
Abstract
A “critique” means something quite different in the art and design classroom than it does in the seminar room: an event of assessing students’ artwork. The monopolization of critique as a labour of appraisal serves to enforce that the hours fashion students spend crafting wearable garments are not remunerable labour hours but intangible investments in their own professional and personal development, installing a quite literal distinction between the material work created by the student and the immaterial work of the tutor to assign, guide, and grade it. This pedagogy helps naturalize the asymmetrical distribution of time and obligation through which the arts university precaritizes faculty in short-term work contracts while imprisoning students in long-term loans. By licensing its monopoly on critique to instructors within the studio-classroom so they may evaluate and thereby devaluate the work of students, the university insulates itself from solidarity between its different constituencies.
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.
How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.042 | 0.078 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.004 | 0.002 |
| Science and technology studies | 0.013 | 0.134 |
| Scholarly communication | 0.031 | 0.018 |
| Open science | 0.002 | 0.019 |
| Research integrity | 0.006 | 0.011 |
| Insufficient payload (model declined to judge) | 0.006 | 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".