Irreversible Adsorption of Asphaltenes on Kaolinite: Influence of Dehydroxylation
Bibliographic record
Abstract
The adsorption of asphaltenes on dehydroxylated mineral surfaces is an important occurrence during thermal processing of unconventional oil resources such as oil sands bitumen. We investigated the irreversible adsorption of Athabasca asphaltenes from toluene solutions onto untreated and dehydroxylated kaolinite. The adsorption density, percent surface coverage, and mean domain thickness were evaluated using X-ray photoelectron spectroscopy (XPS) and elemental analysis. The dehydroxylated kaolinite gave higher adsorption density and percent surface coverage than the untreated kaolinite, as particularly revealed in multiple contacts of kaolinite with the asphaltene-in-toluene solutions (2 g/L), indicating that dehydroxylation of kaolinite enhanced its adsorption capacity for asphaltenes. The XPS-determined percent surface coverage was 18% and 41% on the untreated and dehydroxylated kaolinite, respectively, corresponding to the maximum adsorption density of 3 and 7 mg/m 2 . The incomplete coverage even at the highest adsorption density proved that the asphaltene adsorption layer was discontinuous on both materials. After saturation of kaolinite binding sites with the first asphaltene layer, at most two additional layers were adsorbed due to asphaltene-on-asphaltene deposition, forming 15 nm thick domains.
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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 | 0.000 | 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 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".