The characterization of prepared organoclay materials (DDMA) and gas sorption of chlorobenzene
Bibliographic record
Abstract
Abstract In this paper, adsorptive performance of Tunisian natural clay materials has been investigated as a potential adsorbent for Volatile Organic Compounds (VOCs). The materials used were taken from Aleg and Douiret formations in the south of Tunisia. Organoclay materials (OC) were prepared by intercalating didodecyldimethyl ammonium bromide on clay materials. This intercalation allowed the improvement of the porous texture of the studied materials. The adsorption isotherms showed that the intercalation of the didodecyldimethyl ammonium bromide on clay materials improved their adsorption capacities of chlorobenzene with an adsorption capacity up to 375 mg g −1 for calcined modified clay of Douiret.
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How this classification was reachedexpand
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) | 0.000 | 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, 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".