Role of Bicarbonate Ions in Oil Sands Extraction Systems with a Poor Processing Ore
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
This article is dedicated to Dr. Per Stenius, a prominent surface and colloid scientist. In this study, colloidal science was applied to understanding of the role of bicarbonate ions, a dominant anionic component in industrial recycle process water, in bitumen extraction from oil sands. Denver cell flotation tests, zeta potential measurements, water chemistry analysis, and atomic force microscope colloidal force measurements were performed. The results demonstrated that bicarbonate ions were good process aids in buffering extraction slurry pH, precipitating calcium ions from the extraction process water, dispersing fine solids, and decreasing solid-bitumen adhesion, indicating they are beneficial for bitumen extraction.
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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 | 0.001 |
| 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