Improvement of leaf miner [Liriomyza cicerina Rond. (Diptera: Agromyzidae)] resistance in Cicer species
Bibliographic record
Abstract
Chickpea (Cicer arietinum L.) leaf miner [Liriomyza cicerina Rond. (Diptera: Agromyzidae)] is one of the main insect pests of chickpea since it causes substantial yield losses in Turkey. The most efficient practical, environmental and economical solutions to overcome leaf miner damage in chickpea is the utilization of resistant cultivars. The present study aims selecting resistance for leaf miner via mutation breeding in two Cicer species viz. C. arietinum L. and C. reticulatum Ladiz. Genotypes were irradiated with 200, 300 and 400 Gy gamma rays. A total of 20 genotypes consisting of eight mutants, nine breeding lines, and two susceptible controls and one resistant control were compared for resistance to leaf miner for two years. A highly pigmented mutant of C. reticulatum with multipinnate leaves was highly resistant to leaf miner comparing with the controls and breeding lines under field conditions. It may be useful to develop cultivars for resistance to leaf miner since C. reticulatum can be easily crossed with the cultivated chickpeas.
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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 | 0.001 | 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".