Exploring Issues of Aesthetics in a Railway Environment: the Infrastructure of Stratford City, London
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
<p>Stratford, in the east of London, is undergoing major redevelopment to become the main venue for the 2012 Olympic and Paralympic Games and to create Stratford City: a 73-hectare mixed-use new city quarter including retail, residential and commercial uses.</p><p>The area includes multiple railway lines providing local, national and international passenger and 24-hour freight services. There are rigorous planning controls to create high quality new infrastructure combined with strict rail safety and approval requirements.</p><p>Engineering criteria vary considerably across the site and between different bridges and structures. The design of the bridges and structures covered in the paper reflects their diverse engineering requirements while the architectural appearance of them shows a high aesthetic quality and a coordinated family resemblance, based on the careful use of pattern and materials.</p>
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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