Abstracts of Presentations at the 2017 Northeastern Division Meeting
Bibliographic record
Abstract
Rice brown spot produced by Bipolaris oryzae Breda de Hann (formely, Helminthosporium oryzae) (telemorph = Cochliobolus miyabeanus) is considered as important production restraint of rice and occurred in all rice-growing areas of the world.Essential oils obtained from Lemongrass and Eucalyptus leaves were checked for their antifungal potentials against Bipolaris oryzae.Selected essential oils were checked in different concentrations of 1000 ppm, 500 ppm, 250 ppm and 150 ppm for their ability to inhibit the growth of the test fungi in-vitro and also in-vivo.The in-vitro and in-vivo studies revealed that the essential oils of lemongrass have the potential to inhibit the growth of test fungi completely at all concentrations.Essential oils of Lemongrass were more effective than Eucalyptus.Formulating a Bio-Fungicide from these essential oils provide a more safer and Eco-friendly control of Brown Spot of Rice as it is an emerging disease in all rice growing areas of the world.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.002 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.002 | 0.001 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.515 | 0.245 |
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 source (direct Gemma or distilled Codex), 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".