On Choices of Transportation System in the Process of Urban Ecolization
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
After analyzing the disadvantages of the transportation system of USA which involves automobiles, city sprawling, highways and petrol supplies such as low efficiency, high consumption of resources, environment pollution, negative effects on urban citizens and the destruction of urban cultural and natural beauty, the paper introduces some typical ecolized cities in the world. In Curitiba,the ecol-ized transportation system is being developed. In Vancouver, the construction of highways is not to be permitted. In north European countries, low energy consumption lifestyles are recommended. Finally, the paper expounds on the transportation system Chinese cities should choose in the process of urban ecolization, that is, to develop public transportation as the main means with the supplement of taxi and track transportation, and to control the accelerating development of private cars so as to achieve the sustainable development of society, economy and natural environment in Chinese cities.
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 | 0.002 | 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