Conceptual Urban Planning a Prerequisite for Physical Urban Planning
Bibliographic record
Abstract
<span lang="EN-US">In the contemporary urban order the rational connection between the physique of the city and its non-physical elements is a major concern. Whatever happens in the existence of a city like the social, cultural, economic and political interactions are the inevitable realities through which the qualification and quantification nature of the city are determined. All occurrences in these realities, the constituent elements, are subject to the structural process which can be regulated as one of the social organization (non-physical) in urban settings, namely the social organization of the city, economic organization of the city and the political organization of the city. These organizations have the ranking in importance according to the city scale. The objective here is to identify these organizations and their contributions in conceptual urban planning. The adopted method here is descriptive-analytic. In a comparative comparison between the physical and non-physical needs of human regarding an urban setting reveals that the non-physical aspect has priority with high importance since its effect on the citizens’ satisfaction is specific and direct.</span>
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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 | 0.003 | 0.003 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.002 | 0.003 |
| Science and technology studies | 0.003 | 0.020 |
| Scholarly communication | 0.006 | 0.006 |
| Open science | 0.001 | 0.003 |
| Research integrity | 0.001 | 0.003 |
| Insufficient payload (model declined to judge) | 0.008 | 0.001 |
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".