The importance of critical judgment in uncertain disciplines: A comparative case study of undergraduate fine art visual 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
Criticality is an important means to negotiate uncertainty, which has become a characteristic of teaching and learning conditions in postmodern times. This paper draws from an empirical comparative case study conducted in the uncertain discipline of fine art visual practice, where critical judgement and meta-cognition are important for professional contemporary art practice. Charting the curricula intended by staff and the culture experienced by students, the paper considers the relation between the espoused theory of criticality in two art schools and their theory-in-use within assessment structures and cultures. Emphasis is placed on the significance of such approaches to criticality for the student experience and their learning engagement. Emerging discourses of ‘subjectivity’ and a lack of development of student meta-cognition indicated that, at an undergraduate level of study, the curricula of these cases are unwittingly underpreparing their graduates for operating with agential criticality as they enter the uncertain context of contemporary art.
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 | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| 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