Étude téphrostratigraphique et bio-climatique du Tardiglaciaire et de l’Holocène de la Laguna Salinas, Pérou méridional
Bibliographic record
Abstract
La présente étude est une contribution à la connaissance de l'évolution de l'environnement tardiglaciaire et holocène des régions andines. En raison de la présence de volcans à proximité de la ville d'Arequipa (800 000 habitants), l'accent est mis sur la récurrence de l'activité volcanique et il est démontré que sept téphras majeures ont recouvert la région après le dernier maximum glaciaire. La Laguna Salinas est une dépression fermée d'origine volcano-tectonique du département d'Arequipa (Pérou méridional) qui constitue un piège sédimentaire dont des carottes ont été extraites des niveaux couvrant les quinze derniers millénaires. L'ensemble des analyses multidisciplinaires (téphras, pollen, diatomées, datation au 14 C) réalisées sur ces carottes et des coupes accessibles autour de la lagune ont conduit à rétablissement d'un modèle stratigraphique actuellement unique pour le Tardiglaciaire et l'Holocène du Pérou méridional.
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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 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.001 | 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".