Delineation of drainage potential area using geospatial techniques: A case study in the Indravati River Basin of India
Why this work is in the frame
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Bibliographic record
Abstract
For end users who use river networks and channel branches, the geo-hydrological examination of a basin is always of utmost relevance. With the aid of a remote sensing technique and GIS tool, this study attempted to evaluate the geomorphological properties of the strategic basin situated at Indravati River, Chhattisgarh, India. The findings might provide details about the basin's structural configuration, topographic features, and current geological variation. With dendritic, parallel, and trellis drainage patterns, the Indravati watershed was dispersed over a region of 29,408 km2 in the state of Chhattisgarh. The study area was classified as a fifth-order basin based on the findings. Lower and middle order streams pre-dominate the basin, which has gentle to steep slope terrain, medium-dense vegetation, and less permeable soil. When determining the ideal locations for recharge structures, the findings from the morphometric assessment of the basin can help to more effectively assess and manage water resources.
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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 | 0.001 |
| 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) | 0.000 | 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