Time series analysis used for the identification of kartic chalk functioning: example of Rançon springs
Why this work is in the frame
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Bibliographic record
Abstract
The chalk of the Paris basin and the North of France presents karstic developments in numerous regions, but this karst was however reduced by certain authors to a simple extension of cracks and consequently, they do not consider the role of the karst in the subterranean drainages. In the objective to show the functioning of the karst and the groundwater, the Rancon springs were studied using the autocorrelation and spectral analysis. The autocorrelation and spectral analysis demonstrates the existence of two types of responses which are respectively attributed to groundwater and karst. The karstc functioning is attributed to the reactivation of perched paleokarst when the piezometric level is very high. Also, these analyses demonstrate that the Rancon system have large reserves. In conclusion, the duality functioning groundwater and karst is must be considered in any hydrogeologic study of chalk aquifers.
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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 | 0.000 |
| 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