Bibliographic record
Abstract
The Earth is a powerful heat generator, and endogenous heat is the main and most constant factor controlling the changing intraterrestrial state of matter and the transport of molten deep-set material to the surface. Fluids (melts and gases) are transported through the global endo-drainage system (GEDS): a hydraulically united, high-pressurised megastructure with external parts represented by the subcrustal asthenolayer. In various parts of the subcrustal asthenolayer of GEDS, heating centers, where volumetric gas–fluid anomalies of deep and metamorphogenic genesis are formed and with which the mechanisms of preparation of strong earthquakes are associated, volumetric gas–fluid bodies of endo- and metamorphic origin appear periodically. Rapidly growing short-lived extension structures appear near the surface at the final stage of preparation for seismic catastrophes. They are a near-surface reflection of gas–fluid domes that are formed in the asthenolayer under the future hypocenter. The ability of deformation impulses–replicas to migrate after an earthquake along the GEDS is shown. The successive chain of deformation impulses on the long-period deformogram indicates that they belong to a single thermal process of global coverage. Based on the above geological and geophysical reconstructions and with allowance for the numerous catastrophes that were noted in thermally particularly “sensitive” near-surface media, there is reason to believe that an increase in the heating of the outer parts of the Earth and an increase in the level of seismicity occur due to the deep-set heat sources of the planet.
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.
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) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.002 | 0.002 |
| Science and technology studies | 0.001 | 0.004 |
| Scholarly communication | 0.002 | 0.001 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.018 | 0.004 |
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".