Effect of Various Fly Ash Compositions on Mercury Speciation Transformation
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
Fly ash samples were derived from the 1st electrostatic precipitators of Songyu power plant in Xiamen,and different particle sizes of samples were screened out,the compositions of fly ash has been studied with X-ray fluorescence spectrometry.Using Ontario Hydro method for mercury speciation testing,a bench-scale testing apparatus was constructed to study the effect of various fly ash compositions on mercury speciation transformation.The conclusions are as follows: The main compositions of fly ash are: Al2O3,SiO2,MgO,CaO and Fe2O3,all of them could enhance oxidation of Hg,especially Al2O3 and CaO.The size of fly ash has impact on the mercury transformation,and the conversion ratio of Hg2+ to total Hg increased with increasing the size of fly ash sample.Experiment results show that O2 and HCl can greatly promote the mercury oxidization.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
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