Molecular characterization and biotechnological improvement of the processing quality of potatoes
Bibliographic record
Abstract
Fries, chips, starches, flakes, and frozen pre-cooked potatoes, such as hash browns, are currently the main products made from processed potatoes. The processing quality of potatoes is largely determined by the carbohydrates, such as starch and glucose, in their tubers. The quantitative inheritance, heritability variation, transgene pleiotropic effects, and storage condition requirement of the processing quality are partly due to the carbohydrate metabolic network plasticity in potatoes. Pathway partition of sugars influences the processing quality such as chip color. This presentation attempts to review traditionally separate but related aspects (i.e., genetics, breeding, genomics, metabolism, marker-assisted selection, and transgenic engineering) of the potato processing quality and to discuss the integrated approach to its genetic improvement. Key words: Solanum tuberosum L., French fries, chips, carbohydrate metabolism, dry matter content, cold sweetening tuber morphology, metabolic network, partition of sugars, gene expression profile, transgenic regulation
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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 | 0.001 |
| 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".