SOME EPISODES OF THE LIFE OF ACADEMICIAN L. I. LOBKOVSKY (TO THE 75th ANNIVERSARY OF THE JUBILARIAN)
Bibliographic record
Abstract
This essay is dedicated to the 75th anniversary of the outstanding Russian scientist Leopold Isaevich Lobkovsky. The article describes the path of formation and professional transformation of a graduate of the Faculty of Mechanics and Mathematics of Lomonosov Moscow State University, who in the course of his work made a significant contribution to World science in the field of geodynamics. In particular, he created the prerequisites for a significant revision of the physical foundations of the theory of lithospheric plate tectonics and its transformation into the theory of tectonics of deformable lithospheric plates. The second important achievement of L. I. Lobkovsky is the creation of a keyboard model of island-arc systems and the trigger effect of energy unloading in subduction zones. The most important geopolitical achievement of the hero of the day is the creation of a model for the development of the Canadian Basin and the Arctic Ocean in the Mesozoic and Cenozoic. This made it possible to substantiate the continental nature of the vast areas of the Arctic for the declaration of Russian priority over them in the relevant UN commission.
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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 | 0.002 | 0.005 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.009 | 0.006 |
| Scholarly communication | 0.006 | 0.004 |
| Open science | 0.001 | 0.006 |
| Research integrity | 0.002 | 0.006 |
| Insufficient payload (model declined to judge) | 0.004 | 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".