Проблемы освоения крупнейших калийных месторождений мира
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 greatest Problems for Potash mining are the violation of geological structure of undermined territories in the development of mining activities and a large amount of waste formed as a result of the enrichment of salts. It is provided a brief review of the largest potash deposits of the world (Verkhnekamskoye deposit of potassium and magnesium salts, Russia; Starobinskoye potash deposit, Belarus; Saskatchewan saliferous field, Canada; deposits of potassium salts of Germany). There is also the data of geological structure, climate, features of mining and technical solutions applied in potash mines of different countries in this article. The article gives the results of the generalization of patent research. The main directions of patent and licensing activity for the investigated period are optimization of mining operations and enrichment of potash ores, optimization methods of waste disposal, environmental protection, comprehensive utilization of raw materials.
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 | 0.001 |
| Meta-epidemiology (narrow) | 0.002 | 0.002 |
| Meta-epidemiology (broad) | 0.002 | 0.001 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.001 | 0.002 |
| Open science | 0.002 | 0.001 |
| Research integrity | 0.002 | 0.003 |
| Insufficient payload (model declined to judge) | 0.009 | 0.015 |
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