Potato: Improving Crop Productivity and Abiotic Stress Tolerance
Bibliographic record
Abstract
Potato is a prestige food crop that billions of people in the world depend on as an energy source. Its widespread cultivation and adaptation have rendered it attractive for humans of all cultures and geographic locations. However, its effective production is challenged by many unfavorable environmental conditions, such as drought, heat, cold, and salinity. Recent tools developed in genomic research have advanced our understanding of the potato crop in its ability to manage these stresses. This chapter provides the latest information on our understanding of stress tolerance mechanisms in potatoes based on functional genomics, transcriptomics, proteomics, and metabolomics studies. We also recommend many choices of functional genes that can be used for improving stress tolerance in potatoes. We would like to point out that due to lack of the completion of the potato genome sequence, many research projects are not able to provide more advanced systems biology data in comparison to that available for many other agricultural species.
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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) | 0.001 | 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 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".