Оценка равновесного содержания воды в гидратонасыщенных пористых средах
Bibliographic record
Abstract
Summary The new technique for estimation of equilibrium water content (nonclathrated water) in hydrate saturated porous media depending on temperature and hydrate-forming gas pressure is discussed. Thermodynamic calculations are based on experimentally determined of pore water potential and water activity by the device WP 4 of Decagon. Two types of pore media are used in experiments: artificial model glass beads, simples without holes (Glass beads), with specify pore-capillary sizes (samples CPG) and multimineral natural clay. The nonclathrated water content in experiments is in a good correlation with structure of the pore space and the temperature shift of hydrate conditions. The calculated values of nonclathrated water are in a good agreement with experimental date that were determined by the contact method.
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How this classification was reachedexpand
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 | 0.000 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.006 | 0.019 |
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; both teacher heads agree on what is shown here.
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".