Synergistic application of modified zeolite and biochar in improving the performance of sandy vegetation concrete
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
The combined use of zeolite (ZL) and biochar (BC) can effectively address the problems of poor anti-erodibility and fertility retention capacity of vegetation concrete (VC) prepared from sandy soil. Natural ZL (NZL), especially clinoptilolite, has some disadvantages, such as presence of numerous impurities distributed in the pores and low surface activity, which lead to insufficient adsorption ability. To fully utilize the synergistic effect of ZL and BC, NZL was modified into physical (PZL), chemical (CZL), and composite-modified ZL (SZL). Results showed trend in the average pore size was SZL > CZL > PZL > natural ZL, and the changes in the functional groups on the surface of SZL was the most significant. Modified ZLs enhanced VC performance: PZL had the strongest effect on anti-erodibility, while SZL was most effective in improving fertility and retention. Our results provided a useful method for treating engineering defects in VC prepared using sandy soil.
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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