SPATIAL COMPOSITIONS OF URBAN HOUSES AND THEIR GROUPING PATTERNS IN THE MANEK CHOWK AREA (AHMEDABAD, GUJARAT, INDIA)
Bibliographic record
Abstract
This paper discusses the spatial compositions of the urban tissues of Manek Chowk Area in the old walled city of Ahmedabad, Gujarat, India. The Jain, the Hindu and the Muslim have been living together within the walled city from the beginning of establishment of the city. We can still see the mixed habitation and segregation of the religious groups. Manek Chowk is a typical Jain quarter. The neighborhood block has a hierarchical structure that is consisted of three levels of streets, i.e., pols, khancha (khanchos) and khadkis & galis. The objective of this paper is to clarify the relation between house form and block form. The authors carried out field studies in the area and found the typical house types and collective pattern. Based on the findings, we make the development process clear which the archetype of traditional rural house in north Gujarat was transformed into urban house prototype.
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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 | 0.000 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.002 | 0.003 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.001 | 0.000 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.002 | 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 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".