Recent Trends in Development of In-Situ Combustion for Heavy Oil Production and Upgrading
Bibliographic record
Abstract
Aspects in Mining & Mineral Science Recent Trends in Development of In-Situ Combustion for Heavy Oil Production and Upgrading Alex Turta1*, Mohammad Islam2, Ravinder Sierra3 and Ashok Singhal4 1A T EOR Consultancy Inc, 176 Rocky Ridge Landing, Calgary, Alberta, Canada 2Instructor at South Alberta Institute of Technology (SAIT), Canada 3Hurshan Corporation, Oil & Gas Technology Consultants, Canada 4Premier Reservoir Engineering Services, Canada *Corresponding author: Alex Turta, A T EOR Consultancy Inc, 176 Rocky Ridge Landing, Calgary, Alberta, Canada Submission: November 25, 2021;Published: December 07, 2021 DOI: 10.31031/AMMS.2021.08.000682 ISSN 2578-0255Volume8 Issue2
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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 | 0.001 |
| 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 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".