The Safer City: A New Planning Perspective for the Traditional City Development
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
The research deals with the concept of a safe city and the impact of security on cities, in an attempt to identify the most important physical characteristics and indicators necessary to achieve safety in cities.The research identified seven characteristics (access and movement, structure, control, ownership, protection, activity, management and maintenance).From these seven characteristics, eighteen indicators were derived that directly affected the achievement of safety in urban environments.These indicators were applied to the study area, An-Najaf traditional city in Iraq.By adopting the analysis of indicators using field survey, observation and analysis using geographic information systems and mathematical models.The indicators that contributed to achieving a number of characteristics of safe cities in An-Najaf traditional city were identified: the structure of the city, the homogeneity of society, as well as the activity characteristic, as it was characterized by religious and tourism activity.
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 | 0.000 | 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