The social construction of identity in the Golestan quarter of Sabzevar: Narrative research of challenges and identity of the Ghorbat community
Bibliographic record
Abstract
This study is an invitation to concentrate on the social and cultural dimensions of Golestan quarter for an understanding of the situation, and to take advantage of that to organize and solve the problems of the neighbourhood in the urban fabric of Sabzevar. This is a narrative research conducted with the participation of six inhabitants of the Golestan quarter in Sabzevar. The results show that given the gap which exists between the inhabitants of Golestan quarter and other people in the city, the concept of social identity is one of the most important components which should be investigated in order to understand the Golestan people. In this regard, from the past to the present, identification procedures of Golestan inhabitants can be classified in terms of pre-modern and modern processes. Today, Golestanis are in transition mode towards obtaining a modern identity. Understanding the nature, objectives, and strategies of these processes seem necessary for any planning for this neighbourhood.
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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 | 0.002 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.011 | 0.014 |
| Scholarly communication | 0.005 | 0.002 |
| Open science | 0.001 | 0.004 |
| Research integrity | 0.001 | 0.001 |
| 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".