Bibliographic record
Abstract
We report on the synthesis of monodispersed individual silica−titanyl sulfate (SiO 2 −TS) spheres with the dimensions varying from 350 to 900 nm. An important factor leading to complete and uniform coating of SiO 2 spheres with a ca. 40 nm thick layer of TS is the ratio, φ, between the amount of TS added to the silica dispersion and the total available surface area of SiO 2 spheres. For the size range of SiO 2 particles varying between ca. 300 and 800 nm, the optimum value of φ varied from 0.05 to 0.09 g/cm 2, above which extensive aggregation of composite particles occurred. The encapsulation of SiO 2 microspheres was driven by heterocoagulation between the positively charged TS clusters and the negatively charged SiO 2 particles.
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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) | 0.010 | 0.003 |
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".