Transformation of an urban complex system into a more sustainable form via integrated modification methodology (IMM)
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
Cities are energy-using systems in their own right; they consume energy in varying levels of effi ciency. A city's form can have a tremendous effect on its energy consumption, as well as its environmental performance. There has been much research and discussion regarding which urban form is sustainable, but lack of constructive methods to improve upon their existing environmental performance. This paper explicates a possible method of sustainable urban transformation design principles. The methodology aims to reform an existing urban assessment into a more sustainable form, regardless to its present form and performance. The research demonstrates how one can transform a city into a lower energy consumption system, using the Integrated Modifi cation Methodology. In this approach, the city is considered as a single entity, a Complex Adaptive System; accordingly, the sustainable urban form emerges through modifi cation of its elements and integration of its subsystems over time.
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 | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| 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