Toxicity of Selective Insecticides against <i>Trichogramma chilonis</i>
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
Entomotoxic potential of selective insecticides against Trichogramma chilonis Ishii was performed at the Toxicology Laboratory of Entomological Research Institute, Ayub Agriculture Research Institute (AARI), Faisalabad. Six insecticides viz., spinetoram, lufenuron, chlorantraniliprole, indoxacarb, flubendiamide and emamectin benzoate were tested against Trichogramma chilonis. After 3 and 24 hours of exposure to immature and adult stages of T. chilonis the observations were made. Egg card and dipped surface residue bioassays were used, to determine the mortality rate of immature and mature life stages of T. chilonis, respectively. The treatments flubendiamide, chlorantraniliprole, indoxacarb, and lufenuron are found relatively safe, whereas spinetoram and emamectin benzoate showed a high level of toxicity. After four hours, chlorantraniliprole and lufenuron showed low toxicity, flubendiamide and indoxacarb demonstrated moderate toxicity, while spinetoram and emamectin benzoate demonstrated significant toxicity for adults.
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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 | 0.000 | 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