La dépression de Claye-Souilly–Saint-Denis : nouvelles données sur les réorganisations hydrographiques en région parisienne (France)
Bibliographic record
Abstract
Cette étude tente d’expliquer la formation de la dépression topographique qui relie la vallée de la Marne à celle de la Seine, entre Claye-Souilly et Saint-Denis. L’analyse sédimentologique des dépôts quaternaires présents dans la dépression indique la prédominance des apports locaux alluviaux et colluviaux, mais la présence de minéraux lourds d’origine volcanique implique des retombées éoliennes et des remaniements aux dépens des alluvions de la Seine et de la Marne. La position topographique et la taille des minéraux excluent la présence d’alluvions en place de la Seine et de la Marne, mais suggèrent plutôt des remaniements par les affluents. Le creusement de la dépression est antérieur à la mise en place des alluvions des hautes terrasses et à la capture de la Beuvronne par la Marne. Les effondrements karstiques ont également joué un rôle important dans le façonnement de la dépression de Claye-Souilly–Saint-Denis.
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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 | 0.002 | 0.002 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.001 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.003 | 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".