Chapter 5. Village Organizations – the Concept of a New Mahalla
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
For centuries, the mahalla as a quarter within cities and villages, regulated the life of sedentary communities maintaining relative autonomy at the grass-root level. During the Soviet period, the mahalla underwent transformation, nevertheless, its practices and traditions still shaped local relationships. The rapid changes after the collapse of the USSR also affected the mahalla, which has been included into the legislative framework of Tajikistan, and since 2008 has become the smallest administrative unit, partly losing its traditional functions. In the meantime, the mahalla have also become popular as an indigenous form of communal organisation among the Western aid agencies operating in the region.The book Community, the State and Development Assistance: Transforming the Mahalla in Tajikistan by Anna Cieślewska, is a critical analysis of the various interactions between state administration, international organizations and the mahalla in the context of the social and economic changes in contemporary Tajikistan. The author provides examples from field research and development projects conducted between 2010 and 2014.
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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 | 0.001 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| 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 it