Functionality and artistic creativity in design of environmentally integrated architecture
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
Architectural creativity almost invariably operates within the constraints of functionality, structural and material engineering codes, as well as a variety of environmental aspects which as a rule are highly specific for a particular architectural project. As a result, an eventual public perception and an assigned social value of a particular piece of architecture are formed on the basis of numerous parameters such as individual and group psychology, existing social frame of reference, dominant esthetic and artistic views as well as a variety of utilitarian ends. All these factors are highly interactive and subjected to complicated geographical, demographical and historical variations, not to mention a broad range of individual modes of reflection. This paper presents an overview of the above mentioned aspects under the angle of psychological, social and technological factors affecting the creativity of a designer of environmentally integrated architecture. We use analogies from natural sciences (self-organization, chaos theory, strange attractors, etc), as well as provide some historical and philosophical comments. Of our particular interest are unusual and surrealistic architectural solutions which are often in the focus of public and touristic interests.
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 | 0.002 | 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 | 0.001 |
| 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