Coherence of interior and exterior formal qualities in parametrically designed buildings
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
Parametrically designed buildings often have spectacular exterior forms, quasi-sculptural, that catch the eye of the passers by. However, the indoor space design of parametric architecture has received less attention due to over emphasis on exterior aesthetic requirements. This may lead to superficial aesthetics where the quality of the indoor space is not compatible with the outer building envelope. This paper seeks to highlight the importance of coherency between these two parts of parametrically designed buildings. To do this, we conducted a two-step survey with architecture students where we first presented a set of different views of indoor and outdoor spaces of some parametric buildings. They were asked to match the images of the interior spaces to images of the exterior facades. In the second step, students were asked to evaluate each building by their formal criteria (specifically the coherence of the façade and indoor space) for parametrically designed projects in order to identify if a gap existed between the two aesthetics.
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