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
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.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
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 | 0.007 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.001 | 0.008 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.002 | 0.001 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.001 | 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