Lithification Mechanisms for Planetary Regoliths: The Glue that Binds
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
It is understood how rocks are made on Earth. However, on the Moon, Mercury, and, to a lesser extent, Mars and Venus, there are distinct rock-forming processes that we do not fully comprehend. The surfaces and crusts of the inner planetary bodies may retain a history of disruption by hypervelocity impact resulting in the generation of disaggregated materials to several kilometers depth. The uppermost component of this is called regolith (typically <20 m thick on the Moon), which is part of a more extensive megaregolith that is up to tens of kilometers thick, and which in places may pervade the entire crust of a planetary body. It is from these pulverized materials that new rocks are reaggregated to form so-called breccias. This work reviews regolith and megaregolith structure for the inner planetary bodies and investigates how extraterrestrial breccias are produced. Three principal formation mechanisms are explored: thermal sintering, shock sintering, and the dynamic interaction of impact-generated melt with fragmental material.
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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 | 0.001 | 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 | 0.001 |
| 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