Bibliographic record
Abstract
Introduction Metamorphism is a fundamental process affecting the crust and lithosphere (Miyashiro, 1961, 1973; Ernst, 1975; Brown, 2009). Its significance for the crust is clearly demonstrated by any geological map of the continents, vast areas of which are underlain by metamorphic rocks of various types, from the slates and schists of such regions as the Alps and Appalachians to the grey gneisses of Scandinavia, Canada and Antarctica. Metamorphic rocks are those rocks produced as a result of changes in the physical conditions affecting pre-existing, or precursor, rocks at some stage of their residence in the deep Earth. Crustal protoliths, such as sediments, volcanics, intrusive igneous rocks and pre-existing metamorphic rocks, will undergo metamorphism through the operation of several processes acting on the rocks as they are subjected to changes in pressure and temperature over time, and a variety of products will result. Similarly, precursor mantle-derived ultramafic rocks will be metamorphosed in response to changes in physical conditions that accompany their incorporation in orogenic systems. The metamorphic processes affecting protoliths include mineral recrystallisation, reactions involving minerals (solid–solid reactions), reactions involving minerals and fluids (e.g. dehydration reactions) and at high temperatures reactions involving the production of partial melts and related mineral–melt interactions resulting from melt migration. Mineral dissolution and precipitation may also occur in response to the access of fluids, and those crystal-plastic processes activated by and facilitating deformation may also proceed contemporaneously with metamorphic reactions. Provided the timescale of metamorphism is long enough for equilibrium to be attained or closely approached, the mineralogies of the products will depend on the physical conditions ( P , T ), the presence and nature of any fluid phase, and the compositions of the protoliths. The textural features of the products will depend in a complex way on the physical conditions, mechanisms of mineral reactions, and presence and nature of fluids and melts, as well as on the timing and amount of applied stress.
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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 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.002 | 0.003 |
| Scholarly communication | 0.002 | 0.002 |
| Open science | 0.000 | 0.002 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.014 | 0.002 |
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".