Bibliographic record
Abstract
Modern approach to the study of ethnicity implies examination of its variability (drift, shifts and procedurality). This paper aims at the analysis of manifestations of ethnicity amongst the Ob-Ugrians in different historical peri-ods (traditional society, Soviet modernization and post-Soviet democracy). The author draws attention to explain-ing dominant role of one or another manifestation of ethnicity. The work is based on author’s observations made during the expeditions in the Khanty-Mansiysk Okrug (1980s-2000s) and publications by other researchers. Prior to the 1930s, the Ob-Ugric population was represented by a family of related languages and local ethnic groups with close cultures. The main factor of their self-identity was local ethnicity – names by a river. ‘People of the same river’ were bound by commercial, exchange and cultural-ritual bonds. In the official records, the Russian government registered, in the first place, social status of the indigenous population, calling its people ‘inorodtsy’ (‘non-Russians’) and ‘yasashnye’ (‘tributary’). Socialist transformations in the socio-economical, cultural and ideo-logical spheres marked the beginning of the assimilation policy with respect to the peoples of the North. As the all-Soviet standards of living were adopted, and social (including ethnocultural) uniformity achieved, ethnicity of the Ob-Ugrians continuously leveled out. At the same time, their ethnic identity was largely influenced by recording their nationality in the passports – Khanty and Mansy, coincident with the name of the okrug. In the post-Soviet period, ethnicity of the Khanty and Mansy, ‘hibernated’ during the Soviet time, ‘woke up’ suddenly and loudly turn-ing into a powerful creational factor. The ethnic mobilization unwrapped by the initiative of ethnic leaders signifi-cantly raised the status of the ethnic culture and people themselves. As a result, three levels of identity emerged. The first level is trans-ethnicity of ‘natives’ or ‘aborigines’, which is an important political instrument. The second level is official ethnic identity, which is reflected in the ethnonyms ‘Khanty’, ‘Mansy’ and ‘Nentsy’. Its representation in the ethnocultural politics of the okrug (organizing celebrations and festivals, folk group activities etc.) is given a high attention. Lastly, the third level is the traditional local ethnicity.
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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 | 0.001 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.002 | 0.002 |
| Science and technology studies | 0.004 | 0.010 |
| Scholarly communication | 0.003 | 0.002 |
| Open science | 0.000 | 0.003 |
| Research integrity | 0.000 | 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".