AKHMET BAYTURSYNOV AND SMAGUL SADVOKASOV: CONSENSUS IN SEARCH OF NATIONAL AND STATE IDENTITY
Bibliographic record
Abstract
In the course of archaeographic research in the funds of the Orenburg region, the authors of this article revealed the previously unreported works of Smagul Sadvokasov from newspapers and magazines in Russian. In the designated period from the fall of 1920 to the first quarter of 1925, the national elite made great efforts to transform the mass consciousness. In Orenburg, editions were published in the Kazakh language under the patronage of A. Baitursynov. Sadvokasov was involved in this work. The state and public figure Sadvokasov highly appreciated the opinion of A. Baitursynov and organized a public lecture for his fiftieth birthday. The tandem of outstanding Kazakh figures and their friendship inspired S. Sadvokasov to posed the problems of the format of the Kazakh statehood within the Union, etc.
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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 | 0.006 | 0.007 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.002 | 0.002 |
| Science and technology studies | 0.007 | 0.016 |
| Scholarly communication | 0.007 | 0.006 |
| Open science | 0.001 | 0.005 |
| Research integrity | 0.002 | 0.002 |
| 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".