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
In recent years, the inclusion of popular visual culture in art curricula has emerged as a focal point of investigation and discussion in art education. Its proponents sought to expand the content of study to include contemporary cultural forms such as television, magazines, and the Internet (Chalmers, 2005 Chalmers, G. (2005). Visual culture education in the 1960s. Art Education, 58(6), 6–12.[Taylor & Francis Online] , [Google Scholar]; Efland, 2004 Efland, A. (2004). The entwined nature of aesthetics: A discourse on visual culture. Studies in Art Education, 45(3), 234–251.[Taylor & Francis Online] , [Google Scholar]; Tavin & Anderson, 2003 Tavin, K., & Anderson, D. (2003). Teaching (popular) visual culture: Deconstructing Disney in the elementary art classroom. Art Education, 56(3), 21–24, 33–35.[Taylor & Francis Online] , [Google Scholar]).
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 | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.008 | 0.005 |
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