Analysis of physico-chemical properties and territorial location of vanadium oils
Bibliographic record
Abstract
The results of a study of the physicochemical properties of Vanadium oils and the regularities of their territorial distribution are presented. The information basis for the research was the database on the physicochemical properties of world oils, created at the Institute of Petroleum Chemistry of the SB RAS. It is established that Vanadium oils are found in 33 oil and gas basins of the world on different continents. The largest reserves of vanadium oils are in the West Canadian, West Siberian and Persian Gulf basins. It is shown that, on average, vanadium oils are heavy and viscous and highly viscous. According to their chemical composition, these oils belong to sulphurous, high-pitch and medium-paraffinic oils. Features of the geographical location of hard-to-recover oils of each of the oil quality classes were identified on base of using the tools of geoinformation system. As a result of analysis created map-schemes of placement of oil-gas-bearing basins of Vanadium oils location in the World.
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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 | 0.000 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.003 | 0.003 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.001 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 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".