Field performance of in-line flocculated fluid fine tailings using thin lift deposition
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
Dewatering of in-line flocculated (ILF) oil sands fluid fine tailings (FFT) using organic polymers with thin lift deposition is discussed in this paper. The tests were conducted at Syncrude’s Mildred Lake Settling Basin near Fort McMurray, Canada, between August and October 2010. Matric suction measurements in sand foundation materials underlying ILF-FFT showed that it required approximately 21 days following deposition for the suctions to return to the initial values. Results for evaporation measurements from mini-lysimeters (4” diameter) samples obtained from deposit in Cell 32 revealed that it required approximately 21 days for the ratio of actual evaporation to potential evaporation (AE/PE) to reach a residual value of 0.2 (20%). In summary, results obtained during this study indicated that dewatering of the ILF-FFT thin lift layer is due to both atmospheric drying and downward drainage to the foundation materials underlying the deposit.
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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