CO<sub>2</sub> Mineral Sequestration: Chemically Enhanced Aqueous Carbonation of Serpentine
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 As one of the greenhouse gases, it is essential to reduce CO 2 emissions in order to stabilize CO 2 levels in the atmosphere while allowing the continued use of fossil fuels. Abatement of CO 2 by mineral carbonation has been proposed as one of the most promising methods for CO 2 emission control in the flue gas from coal‐fired power plants. However, little is known about the fundamental characteristics of CO 2 ‐mineral reactions. The overall goal of this study was to investigate the mechanisms of the aqueous reactions of CO 2 with Mg‐bearing minerals. Specifically, the focus was on the enhancement of the mineral dissolution.
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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) | 0.000 | 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