A comparative study of iconic influences amongst British and Canadian design students
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
Design students encounter a wide variety of influences and inspiration during their education. Moreover, the knowledge and skills required and utilised whilst studying design encompasses both explicit and implicit knowledge, and iconic and canonic knowledge types. This paper explores, comparatively, the iconic influences amongst sets of British and Canadian undergraduate design students. Using naturalistic experimentation techniques, the study’s main objective is to investigate whether a student’s design influences, and subsequent artifact creation activities, are affected by their educational context, their economic situation, their gender or age, and their geographical conditions amongst others. With this in mind the study will seek to explore the ramifications of this comparative study in terms of undergraduate design curriculum development and the culture and sociology of designers and design practice, in general, in the future.
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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