Effect of Aqueous Amino Acid Extracts on the Developmental Period of Immature Stages of <i>Culex quinquefasciatus</i> (Diptera: Culicidae) in Laboratory Bioassay
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
In the present study, effect of different concentrations (2, 3 and 4%) of 8 amino acids viz. Alanine (L), Isoleucine (L), Leucine (L), Glutamic acid (L), Tyrosine (L), Methionine (L), Glycine (L) and Phenyl Alanine (L) were studied on the duration of development of specific life cycle stages of immature Culex quinquefasciatus in laboratory bioassay. The necessary instar/ stage specific developmental period was found to be density independent. Alanine, Glutamic acid and Isoleucine have a developmental delayed effect where as Methionine and Tyrosine had a growth acceleratory effect.
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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 | 0.005 | 0.003 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.001 | 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