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
Facing increased calls for “practical skills,” the arts and humanities are under immense pressure to demonstrate their value to a public that demands measurable metrics. As a response, graphic design has adopted the language of “research” as a way to engage with tangible benefits. Research, in turn, has emphasized applied learning and the field of engineering has been suggested by some as a possible model for graphic design education. This paper instead proposes architecture as a more aligned disciplinary model for education, practice, and research. During the late 1960s and early 1970s, architecture faced a crisis very similar to the one affecting graphic design today. But rather than relinquish disciplinary control to the positivist scientism of behavioral science, operational research, and design methods as they asserted control over the codes of architectural practice, a number of architects and educators sought architecture’s autonomy, an inward reflection on the methods, techniques, and questions that were restricted to how architecture sees itself. Architecture’s inward turn, or “criticism from within,” was ultimately responsible for its return to cultural significance.
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) | 0.000 | 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