Gas-Water-Rock Interactions in Saline Aquifers Following CO2 Injection: Results from Frio Formation, Texas, USA
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
* Kharaka, Y K (ykharaka@usgs.gov), U. S. Geological Survey, 345 Middlefield Rd. Mail Stop 417, Menlo Park, CA 94025 United States Cole, D R (coledr@ornl.gov), Oak Ridge National Laboratory, PO Box 2008, Oak Ridge, TN 37831 United States Gunter, W D (gunter@arc.ab.ca), Alberta Research Council, 250 Karl Clark Rd., Edmonton, AB T6N 1E4 Canada Thordsen, J J (jthordsn@usgs.gov), U. S. Geological Survey, 345 Middlefield Rd. Mail Stop 417, Menlo Park, CA 94025 United States Kakouros, E (kakouros@usgs.gov), U. S. Geological Survey, 345 Middlefield Rd. Mail Stop 417, Menlo Park, CA 94025 United States
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 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.001 | 0.018 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.015 | 0.017 |
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