Assessment of Organophosphate Pesticides Residue in Groundwater of Kota Region of Rajasthan, India
Bibliographic record
Abstract
Pesticide use in agriculture has the potential to contaminate groundwater supplies. In reality, according to studies, only about 0.1 percent of toxins widely used in agriculture reach the target insect. At the same time, the rest enters the environment inappropriately and contaminates soil, water, and air, poisoning or harming non-target creatures. Organophosphorus pesticides (OPs) were widely used when organochlorine pesticides were prohibited from using in the 1960s and 1970s due to their harmful effects. This study aimed to measure the extent of organophosphate pesticides pollution in the groundwater of the Kota region. Contaminant compounds of several organophosphate pesticides have been identified in the groundwater of the Kota region.
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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 | 0.000 | 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 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.004 | 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".