Development of Polyclonal Antibodies against Mycelial Proteins of Colletotrichum gloeosporioides and Lasiodiplodia theobromae for Serological Detection of Latent Infection in Mango
Bibliographic record
Abstract
The heavenly fruit, mango, is subject to infection by twenty different genera of fungi from flowering to post-harvest. Among the diseases, anthracnose, caused by Colletotrichum gloeosporioides and stem-end rot, caused by Lasiodiplodia theobromae are the most important. Both C. gloeosporioides and L. theobromae cause infection in the field and are carried over to fruits, wherein they remain dormant and establish upon ripening. Thus, unripe fruits that appear healthy during harvest may develop typical symptoms of the diseases upon ripening. Hence, the present study was taken up in order to develop polyclonal antibodies against both the pathogens, for the serological detection of their presence in fruits before fruit ripening.
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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) | 0.000 | 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 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".