Monitoring Shoreline Changes in the Gulf of Khambhat, India During 1966–2004 Using RESOURCESAT-1 LISS-III
Bibliographic record
Abstract
This paper provides an assessment of the shoreline changes, which occurred during 19662004 in the coastal regions of the Gulf of Khambhat using RESOURCESAT-1 LISS-III (Linear Imaging Self Scanner) data. The remote sensing observations of the Gulf show a large area facing a serious threat due to dramatically changing shorelines. The entire coast around the Gulf has undergone accretion except some parts of the northern region and a few areas near the Mahi and Dhadhar estuaries where erosion is observed. These significant landform changes have occurred in four decades. The study has also shown the potential of the enhanced radiometric resolution satellite remote sensing data to be utilized for preparing good quality cartographic maps with improved shorelines leaving behind old maps prepared using conventional geodetic/ground surveys. The detection/quantification of shoreline change in the Gulf of Khambhat using advanced/latest models is proposed as an avenue of further research.
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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".