A Comprehensive Evaluation of SAGD and Fast-SAGD Application in Three Major Formations of Alberta's Oil Sand
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 presented a comparative evaluation between the conventional SAGD and the Fast-SAGD application in three typical formations of Alberta's Oil Sand that included McMurray, Clearwater, and Bluesky formations. Three reservoir models with a series of numerical simulations under various operation conditions were developed to achieve the most unprejudiced comparison between two bitumen recovery processes. The simulation results proved that significantly recoverable bitumen was produced from offset wells in the Fast-SAGD system and leads to a higher recovery factor. There is only a slight increase in cumulative oil recovery when two processes were performed in the same pattern with a similar number of production wells. The results also indicated that the difference of 10 kPa between steam injection pressure and reservoir pressure in the literature is not enough for both SAGD and Fast-SAGD operations. Finally, a precious guideline was recommended in order to achieve the most success on SAGD and Fast-SAGD application at those formations.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
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 it