Experimental study of silicates phosphatization in conditions of the supergene zone (hornblende, orthoclase, labrador)
Bibliographic record
Abstract
Experimental verification of the hypothesis of silicates phosphatization in conditions of the supergene zone was carried out. In addition to previous experiments with clay minerals (kaolinite and montmorillonite), phosphatization of aluminosilicates of other structural types (hornblende, orthoclase, and labrador), which for 9 months interacted with 1.2–6.0 mM orthophosphate solutions over a wide range of acidity, was studied. The existence of common for all minerals close to the linear dependence between changes in the concentrations of phosphorus and silicon in solution Δ[Si] ≈ –Δ[P]. is ascertained. The possibility of aluminosilicates substitution with phosphate minerals at relatively low concentrations of dissolved phosphorus, corresponding to the phosphate content in soil solutions, is proved.
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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 | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.002 | 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 teacher head, 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".