Ccme Water Quality Index in River Cauvery Basin at Talakadu, Southindia
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
Cauvery a sacred river of South India which is considered as “Dakshina Ganga” for Hindu devotees is also an important source for agriculture and hydropower. The study was carried out to know the Water Quality Index (WQI) of river Cauvery, at Talakadu in Karnataka during Panchalingadarshana festival. WQI was assessed based on physico-chemical parameters using Canadian Council of Ministers of the Environment. WQI was found to be 48.49 which indicated “marginal” value, i.e., frequently impaired and conditions departed from desirable level.Biological Parameters such as Total bacterial count and MPN were found to be higher than normal value. H2S test was positive indicating fecal contamination. Presence of planktons such as Synedra ulna, Fragillaria bicepsand Oscillatoria species confirmed the polluted state of water. The study provided the status of river quality \nand this can help us to preserve precious water resources by planning and executing for protection, management and/or making lifestyle adaptations for the benefit of the environment. Key words: Cauvery, CCME, Water quality index
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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 | 0.000 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.000 | 0.002 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.026 | 0.006 |
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