Recycling of calcium fluoride sludge as additive in the solidification–stabilization of fly ash
Bibliographic record
Abstract
Recycling of calcium fluoride sludge as additive in the solidification of fly ash with cement or calcium hydroxide was studied. Fly ash solidified with calcium hydroxide and calcium fluoride sludge failed to achieve a target compressive strength of 200 kN/m 2 over a reaction period of 10 d. White Portland cement had produced good results in comparison with high early strength cement or Portland cement. Compressive strength of the material solidified with white Portland cement was found to be 39% higher than the material solidified with Portland cement. The optimum mix was found to be that with 80% fly ash, 5% white Portland cement, and 15% calcium fluoride sludge. Heavy metal ions and fluorides found in the leachate of stabilized matrix were below the discharge limit. Recycling of calcium fluoride as additive reduced the cost of solidification of fly ash to 41% while helping to transform hazardous sludge into an environmentally friendly material. Key words: solidification, additive, cement, lime, recycling.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.001 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.001 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.001 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 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 source (direct Gemma or distilled Codex), 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".