Inspirations to the Construction of Chinese Cities from City of Waterloo – Garden City of the 21st Century
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
Face of China's urban problems, we have been thinking how to build a healthy and livable city. The City of Waterloo in Canada, a modern version of Garden City, has given us some inspirations. Briefly summarize the situation of Garden City and the City of Waterloo, analyze detailed why we say the City of Waterloo is Garden City of the 21st century, and point out that they are the same in essence, which is a city with the advantages of both town and country. It shows that it is not impossible to build a healthy and livable city with both advantages in the contemporary. Finally, give a clear explanation of inspirations to the construction of Chinese cities from the City of Waterloo. The inspirations are the followings. The layout of city should conform to the nature; City should give priority to green traffic; Urban commercial, culture, and other service facilities may lay out with appropriate centralized and decentralized; Open Space should retain appropriate original landscape.
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 | 0.000 | 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