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
Abstract SAGD (Steam Assisted Gravity Drainage) thermal production of heavy oil in the area surrounding Lloydminster involves the injection of steam and subsequent pressurization of the reservoir. As fluid enters the horizontal producer, the pressure drop results in the deposition of calcium carbonate scale. Scale deposition eventually begins to have a detrimental effect on fluid inflow into the wellbore. In addition to the calcium carbonate scale, the high ashphaltene content of the oil results in a hydrocarbon coating being deposited on the scale. Many options exist to remove the scale/ashphaltene deposit and return the well to prior oil production rates. This paper will review the mechanism believed to cause scale deposition, available chemical and mechanical methods to remove the scale and Husky’s recent successes from treatment of SAGD wells in a sandstone reservoir in the Lloydminster heavy oil area.
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 | 0.001 |
| 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