Geopolymerization and Its Potential Application in Mine Tailings Consolidation: A Review
Why this work is in the frame
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Bibliographic record
Abstract
A new class of construction materials has been in development in the past several decades through geopolymerization reactions of aluminosilicate minerals, which can potentially replace ordinary Portland cement (OPC). In this paper, the brief history of the development of the geopolymerization technology was reviewed with particular emphasis on the differences between “conventional” geopolymers, alkali-activated metallurgical slags, and zeolites. Studies on both the raw materials and the alkali activators in the geopolymerization processes were also reviewed. As oil sands tailings and many mine tailings contain aluminosilicate minerals as their main constituents, geopolymerization reactions have been explored as a potential technological route to treat these tailings for tailings consolidation and heavy metal fixation.
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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 | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.002 | 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