Adsorption of Cd(II) Ions from Synthetic Waste Water Using Maple Sawdust
Why this work is in the frame
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Bibliographic record
Abstract
Abstract In this study, Cd(II) ions adsorption from synthetic wastewater was investigated in batch mode using locally available maple sawdust. The equilibrium adsorption quantity was determined to be a function of the solution pH, initial concentration, contact time, and sawdust dose. The equilibrium adsorption results closely followed both the Langmuir and the Freundlich isotherms, but somehow it was well fitted to the Langmuir isotherms. According to the parameters of the Langmuir isotherm, the maximum Cd(II) ions adsorption capacity (qe ) onto maple sawdust was found to be 7.429 mg/g that was very close to other adsorbents. Keywords: adsorptioncadmiumisothermmaple sawdustwaste water
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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) | 0.002 | 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