Development and Application of Roof Support of Roadways in Mines
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
Underground mining is always the most dangerous industry.The mines' inside support structures are always the most critical part of studying in order to increase safety.The inside roof support has three main categories: frame stand support, anchor rock bolt support and reserved column support.Each method has its own advantages, but the disadvantages are also inescapable; thus, using a single design would heavily impact field practice, safety measurements and economic benefits.Therefore, under the situation that current methods can hardly have a technical breakthrough, it is very necessary to have more profound studies to combine two or more methods organically to adopt each's good points and avoid shortcomings.In the end, it would increase the underground support results and safety.Also, it can save massive initial costs and further maintenance fees, reduce labour intensity, improve the working environment and increase production efficiency.
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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 | 0.004 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.004 | 0.001 |
| Science and technology studies | 0.002 | 0.006 |
| Scholarly communication | 0.000 | 0.002 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| 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