ANALYSIS OF WATER QUALITY THROUGH PHYSICO – CHEMICAL PARAMETERS OF THE REGION KHADIR BET, KACHCHH
Why this work is in the frame
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Bibliographic record
Abstract
The present study was conducted to assess water quality using physico – chemical parameters. Water samples consumed by the livestock were collected from selected locations of Khadir bet, Kachchh region. The parameters analyzed include pH, EC, TDS, chloride, Ca+2 + Mg+2, Sodium, RSC (Residual sodium Carbonates), and SAR (Sodium Adsorption Ratio). Livestock lives in close proximity to humans, so the permissible limit of drinking water is the same in India. The results obtained in the analysis show that there were several parameters that were found to be beyond limits in the physico – chemical analysis. In the obtained result, it becomes clear that at some locations drinkable water used by the livestock is considerably polluted and unfit to be consumed.
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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 | 0.000 | 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 | 0.001 | 0.001 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.002 | 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