<title>3D radar response of a karstic zone</title>
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
The exploitation of limestone and gypsum quarries is often complicated by the presence of waste-filled karstic zones. The capabilities of GPR to quickly delineate the economic material are studied. Surface radar data collected in a gypsum quarry are presented. These data provide limited information due to poor radar penetration and the presence of abundant diffraction patterns of ambiguous origin. Borehole GPR surveys are considered to delineate the karstic zone. Surface and borehole radar data are first synthesized numerically to seek optimal acquisition parameters. We use Carcione and Schoenberg (2000) modeling code, in which the 3D staggered grid pseudospectral operator is implemented. Modeling results show that minimally processed borehole and borehole-surfaced ata provide valuablea nd otherwise inaccessible information. The numerical simulations have also revealed limitations of the modeling code which requires further improvement.
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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