Beyond Aesthetics: Seeing Form and Believing in Function
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
Abstract Research on the effect of design has tended to emphasize the aesthetic dimension of product form and its global, spontaneous, and even unconscious influence on overall product evaluation. But apart from the aesthetic aspect of design, product form has additional effects on consumer perception. When a product’s design suggests a particular level of functional performance, it can alter consumer judgment, even in the presence of ostensibly more objective written information. This finding does not only apply to a product’s overall impression, but also to how consumers evaluate individual product features. For a target feature, the presence of pictures altered the relative functional performance ratings in favor of the presented designs, but for non-target features the presenceof the picture had no effect. Hence, product form can communicate functional performance independently of global attractiveness. These insights have important implications for design creation and communication as well as for consumers. They highlight yet again the importance of close cooperation between product development, marketing and design.
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 | 0.005 | 0.001 |
| 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) | 0.002 | 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 it