Bibliographic record
Abstract
The author tries to analyze the socio-political views of one of the authoritative religious and public figures of the North Caucasus and Daghestan in the first quarter of the 20th century - a mufti-imam Nazhmuddin Gotsinsky basing on the published works of different years, memoirs of the participants in the revolution and the Civil War, archival documents. The author analyzes the views of N. Gotsinsky through his key speeches, sermons and proclamations of 1917-1918. Nazhmuddin Gozinsky is a famous politician and spiritual leader, chairman of the Spiritual Council of the Union of United Mountaineers of the North Caucasus and Dagestan. He was one of the leaders of the counter-revolutionary movement in Dagestan in 1917-1921. On the basis of the studied materials the author draws a conclusion that social and political and social views of Nazhmuddin Gotsinsky reflected all contradictions of the revolutionary period and tragedy of the Civil war.
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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 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.005 | 0.003 |
| Scholarly communication | 0.002 | 0.001 |
| Open science | 0.000 | 0.001 |
| 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".