Surface microscopic examination of quartz grains from rock avalanche basal facies
Bibliographic record
Abstract
The Wenchuan earthquake, which occurred on 12 May 2008, triggered many rock avalanches that presented abundant fractured surface textures. The surface textures of the rock avalanche clasts bear abundant characteristic signatures that are significant for understanding the mechanical behavior of rock avalanche dynamic fragmentation. To study this mechanism of rock avalanche basal facies further, two large rock avalanches were investigated using microscopic surface texture examination of quartz grains sampled from their basal facies with a scanning electron microscope. After the morphological and statistical analyses of the surface textures on the quartz grains, the following features are noted: (i) surface textures on the quartz grains are all fresh, with obvious irregular shapes and very sharp edges; (ii) the display of brittle fractures, including conchoidal fractures, step fractures, concavities, and V depressions or marks, is very common; (iii) cracks or fissures are also visible on the quartz grains. The display of these features reveals that a brittle fracturing process occurred during the formation of these surface textures on the quartz grains, indicating the existence of a high-stress history suffered by the particles in the basal facies. Hence, by the mechanical analysis of the formation of these surface textures, the authors propose that both the overburden pressure and the self-excited vibration energized by the undulated slip surface may play dominant roles in the occurrence of the particle dynamic fragmentation in the basal facies.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 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) | 0.001 | 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".