LIFE AND SCIENTIFIC HERITAGE OF A.ZH. MASHANOV
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
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.
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 | 0.002 | 0.004 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.002 | 0.000 |
| Bibliometrics | 0.001 | 0.005 |
| Science and technology studies | 0.002 | 0.004 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.015 | 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