Constructing the New Urban Environment: Challenging the Idea of Adaptive Reuse
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
"Adaptive reuse is concerned with how an architectural site creates a direct connection with not only what is \npresent, but also to what was in the past. It is a concept that is integrated in the interior design process and involves \nrevealing the hidden spirit of a place through the existing context (Brooker and Stone 2018). This paper challenges \nthe idea of adaptive reuse by exploring the impact and benefit of new-builds in the urban environment, specifically \nin the context of Western culture and civilization. Designers are often tasked to practice with existing parameters \nsuch as an enclosed room and maintaining building integrity. In working with these set parameters and the \ninvolvement of adaptive reuse, it allows for consideration for the site, contextual values, and sustainability. \nHowever, new construction is inevitable in the urban environment."
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 | 0.002 |
| Open science | 0.001 | 0.001 |
| 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