Fast processing of resistivity sounding measurements in N-layer soil
Bibliographic record
Abstract
This paper presents a new method and derives the theoretical equations for calculation of the apparent resistivity standard curves of horizontally multilayered models. For known earth parameters, the apparent resistivity distribution can be computed efficiently by this method. The profile of the apparent resistivity calculated with Schlumberger electrode arrangement for an arbitrary number of layers is presented. However, to prove the reliability of the present method, the apparent resistivity of given three to five layer models is calculated for the Wenner array using existing methods and the presented one. Also, this paper uses an inversion method to find the electrical grounding parameters of an N-layered earth (resistivities and thicknesses) corresponding to a specific mathematical model. Parameters estimation is carried out in such a way as to get a fitting between the set of resistivity values measured by means of Schlumberger's method, and those calculated from the mathematical model using such parameters.
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How this classification was reachedexpand
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 | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| 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) | 0.001 | 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 teacher head, 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".