The Interaction of Methylene Blue Dye with Calcium–Silicate–Hydrate
Why this work is in the frame
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Bibliographic record
Abstract
The interaction of methylene blue (MB) dye solution with various calcium–silicate–hydrate (C–S–H) preparations (C/S ratio=0.60–1.80) was investigated. Experiments were also performed by treating the C–S–H in lime‐saturated water and distilled water. The effects of MB on the X‐ray basal spacing and the degree of polymerization were determined using low‐angle X‐ray diffraction (XRD) and 29 Si MAS NMR spectroscopy. An interaction mechanism for C–S–H–MB using a “bridging” model for the C–S–H nanostructure is proposed. The model is consistent with the XRD and 29 Si MAS NMR results.
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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) | 0.000 | 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 it