Co-build City “SMILE PLACE”- The History and Future of Urban Furniture
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
Urban furniture, as an element of the city, is closely related to the development of the city. The nature, type, function and form of urban public space change with the development of The Times. The nature, type, function and form of urban furniture also change accordingly. Urban furniture gradually develops from monomer to group, from group to subsystem, and then from subsystem to the large-scale system, which has become an indispensable component and element in the urban system. As an important component of the urban public system, the importance of urban furniture is being gradually amplified, and the systematic construction of urban furniture has become a trend. Its construction level is closely related to urban environmental quality, urban culture, urban brand construction and urban sustainable development. Through the construction of the urban furniture system, the urban space will become a "SMILE PLACE"— Subtle, Maintained, Integrated, Lively and Enjoyable.
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 | 0.001 |
| Science and technology studies | 0.004 | 0.003 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 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