Performance of the Subsurface Hydraulics in a Doublet System Using the ThermoGIS Calculator
Bibliographic record
Abstract
The doublet system that consisting of injection and production wells is utilized for heat extracting from the aquifer. This work presents the doublet calculator using the ThermoGIS analysis. It is an analytical calculator software for subsurface flows. It contains a large variety of potential aquifer maps. The geothermal aquifer groups were determined. The relevant data were imported from the geological maps. Recently, the compiled geothermal location maps are collected in one framework. An example map and location have been used to show some parameters for geothermal extraction. The uncertainties of the hydro-geological properties could be also considered in term of standard deviations. ThermoGIS software has the abilities to describe the aquifer performance. The users can change the required data according to their measurements and desired performance. By using hydro-geotechnical and drilling parameters, the performance can be determined accordingly.
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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 | 0.001 | 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 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".