Inoculation with effective microbial consortia can reduce half the fertilizer application for Andrographis paniculata (kalmegh) under field condition
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Bibliographic record
Abstract
Based on the resul ts of an earl ier microplot study, a f ield experiment was conducted with the medicinal plant Andrographis paniculata Nees. (Kalmegh) inoculated with microbial consortia and given different levels of ferti lizer. Inoculation with microbial consortia resulted in increased height, branches, biomass, yield, nutrient uptake and andrographolide concentration compared to uninoculated control. The microbial consortia with 50% nitrogen, phosphorus and potassium proved to be best treatment in all the parameters studied. Thus by inoculation of the developed microbial consortia the recommended dose of ferti lizer can be reduced by half for cultivating Kalmegh.
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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 | 0.000 |
| 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