Геоелектричні критерії алмазоносності кори та верхньої мантії Землі
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 problem of finding the electrical criteria of diamond deposits consists of two parts. The first part is to determine the presence of kimberlite pipes, which is possible due to the difference in resistances between an object in question and the surrounding matter. The second is to study the deep geoelectric sections of the Earth crust and Upper mantle in order to estimate the thickness of the lithosphere. The first part is solved by the methods of transitional processes in the superficial and aero versions and the audiomagnetotelluric sounding. It was done, for example, in South Africa, Canada, North-Western territories, in the Arkhangelsk region in Russia, and in Western Australia. The second part can be solved by deep magnetotelluric and magnetovariation soundings, as it was demonstrated by the example of the Slave craton in Canada.
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 | 0.032 | 0.005 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.002 | 0.009 |
| Science and technology studies | 0.002 | 0.055 |
| Scholarly communication | 0.000 | 0.003 |
| Open science | 0.010 | 0.001 |
| Research integrity | 0.001 | 0.001 |
| 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 it