The Role and Development of Shamanistic Discourse Among Southern Siberian Ethnic Groups in the Post-Soviet Period
Bibliographic record
Abstract
The copyright for individual articles in both the print and online version of the Anthropology of East Europe Review is retained by the individual authors. They reserve all rights other than those stated here. Please contact the managing editor for details on contacting these authors. Permission is granted for reproducing these articles for scholarly and classroom use as long as only the cost of reproduction is charged to the students. Commercial reproduction of these articles requires the permission of the authors. Since the beginning of the 1990s (especially since 1991), Shamanism in Southern Siberia has been making a powerful comeback. However, while being resurrected, Shamanism mutated far beyond its “classical ” forms and began to fulfill functions that were not typical for it.i Having spent a considerable time trying to make sense out of a bewildering array of old and new varieties of Southern Siberian Shamanism, and its roles, interpretations, and discourses, I saw in them three interrelated and yet distinct categories: 1. “Self-representation of the Other.” This category relates to the variety of
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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 | 0.004 | 0.005 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.003 | 0.003 |
| Science and technology studies | 0.010 | 0.012 |
| Scholarly communication | 0.005 | 0.002 |
| Open science | 0.001 | 0.005 |
| 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".