LIFE AND SCIENTIFIC HERITAGE OF A.ZH. MASHANOV
Bibliographic record
Abstract
The article discusses the life and scientific heritage of Akzhan Zhaksybekovich Mashanov, Doctor of Geological and Mineralogical Sciences, professor, corresponding member of the Academy of Sciences of the Kazakh SSR, honored worker of Kazakhstan, who during his lifetime received the high name of “al-Farabi of the 20th century”. The creative path of a real scientist, vigorous social activity began in the second quarter of the 20th century - during the difficult period of the struggle of the Kazakh people for independence and freedom, the awakening and rising of national identity.The scientist is widely known not only in Kazakhstan and Soviet science, but also in the global scientific community. His works cover a wide range of subjects of professional interest, such as geology, mining, history, archeology, farabi studies, theology. He spoke Arabic, Old Turkic, Hebrew and a number of other languages. He studied the works of al-Farabi in the primary sources and made a huge contribution to their popularization.
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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 | 0.004 | 0.003 |
| Scholarly communication | 0.003 | 0.002 |
| Open science | 0.000 | 0.002 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.003 | 0.002 |
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".