Downhole Pressure and Temperature Observations at a CO <sub>2</sub> Injector Under Differing Injection Conditions
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
In order to meet the commitments of climate change and net-zero carbon emission policies, carbon capture, utilization, and storage (CCUS) technology is required to reduce carbon dioxide (CO 2 ) emissions from energy-intensive industries such as coal-fired power plants, cement, and steel manufacturing factories (IPCC 2022; IEA 2020). Given the limited number of current large-scale geological CO 2 storage projects, opportunities exist to study the complex surface and subsurface issues associated with injection of relatively low temperature supercritical CO 2 into deep hot geological formations (e.g., saline aquifers, depleted gas reservoirs). A world class example of such a CO 2 storage operation in deep hyper-saline aquifer is the Aquistore CCS project in Saskatchewan, Canada.
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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) | 0.001 | 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