Comprehensive Geophysical Techniques in Highway Tunnel Investigation
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
Taking Fengdu-Shizhu, Chongqing highway tunnel engineering synthetic geophysical investigation as an example, and using synthetic shallow earthquake geophysical method and transient electromagnetic wave method (TEM), we realized the investigation objective of highway tunnel that bedrock depth, fluctuation situation and harm geological structure, and solve the problems of fast testing, data analysis and judgment method in highway tunnel engineering geological exploration. Shallow earthquake method using SE2404EX multifunctional digital seismograph and transient electromagnetic method using PROTEM EM-67 transient electromagnetic from Canadian GEONICS company were introduced in this paper, such as the working principle, equipment, working method, seismic line arrangement, data processing flow, data interpretation, and result analysis, etc.
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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