Reinterpretation & interaction, the neglected urban landscape
Bibliographic record
Abstract
The neglected spaces are the spaces in between the buildings. Though they function as part of the city's infrastructure system, they are rarely included in its inventory of assets. These forgotten spaces remain as honest reflections of our urban lives, without being corrupted by popular and corporate cultures. Occupied a substantial amount of urban land, the neglected spaces represent the no-man's lands that remain emptied for most time of the day, The formation of the neglected spaces, their physical and cultural attributes and potential were examined In a series of site studies and literature reviews. This research formed the basis for art installation, which a presumably dangerous neglected space was transformed into a venue of human events and a stage that has ignited people's sensation. The installation was used as a tool to engage people to interact with the neglected realm of the city, in which they are able to see the city from a different perspective. (Abstract shortened by UMI.)
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.
How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.002 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.002 | 0.003 |
| Science and technology studies | 0.011 | 0.026 |
| Scholarly communication | 0.016 | 0.005 |
| Open science | 0.001 | 0.006 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.021 | 0.003 |
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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".