Structure of gels comprised of platelike particles. Case of boehmite, montmorillonite and kaolinite
Bibliographic record
Abstract
\n\t\t\t\t\n\t\t\t\tThe long range structure of gels comprised of platelike particles is the focus of the present communication. Three different materials were examined in different studies: boehmite AIO(OH), montmorillonite and kaolinite. Gels of montmorillonite and kaolinite were dried by the supercritical method, after exchange of the initial liquid for liquid CO2, and the clay particles were large enough to directly observe the gel network in a scanning electron microscope (SEM). Boehmite gels were also observed in a SEM, after they were made to swell in Cu electrolyte solutions. These observations are presented altogether in a comparative fashion and a qualitative behavior is proposed with special attention to the theory by Derjaguin, Landau, Verwey and Overbeek (DLVO theory).\n\t\t\t
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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) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.002 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 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".