Deliberate ambiguity in a finite environment: The urban ecology of artificial items
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
A distinction is made between visual declaration and virtual usage of artificial items within a physical environment, such as a street. Visual declaration is a formal pictorial designation, or a function, e.g. “decoration,” of an item, such as a “planter.” Virtual usage refers to the item when it is used in lieu of another item. The formal designation, “sitting,” customarily designated to an item such as “bench,” could also be a virtual usage of the item “planter.” The question asked is, “What is the relationship between items, given their formal, visual declaration and their informal, virtual, usage?” An artificial item, according to its visual declaration, is referred to as a ‘visual’ or ‘real item’. Each visual item has the property of being used as another item by virtue of its undeclared usage. Pending on the item′s design and configuration, a visual item can be then substituted for another visual item. An artificial item, thus, attains deliberate ambiguity between its formal designation and its virtual usage. This ambiguity between visual declaration and virtual usage can be quantified. Within the full domain of n possible usages, this relationship can be conveniently presented in a nonnegative matrix. It is shown that the inverse of this matrix belongs to a class of well‐known matrices. This being the case, the relationship between visual and virtual properties of items within the environment can be formalized. The formalization throws further light on the emerging opportunities in streetscape 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 | 0.000 | 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 | 0.001 |
| 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