The kinetic analysis of γ-aminobutyric acid (GABA) production in buckwheat after high hydrostatic pressure
Bibliographic record
Abstract
【目的】200～400MPaの高圧処理は，一般に細胞組織を破壊するが，高分子成分には大きな影響を与えない．近年，生物素材に高圧処理を施すことで，膜構造や細胞組織が破壊され，内部での物質移動が促進したり酵素反応が加速したりするHi-Pit効果が注目されている．そして，Hi-Pit効果を活用してグルタミン酸脱炭酸酵素(GAD)の基質であるGluの供給と高圧処理を組み合わせ，農産物にγ-アミノ酪酸(GABA)を高含有させる技術開発が進められている．本研究では，ソバの実を対象とし，GABA生成反応に関して速度論的解析を行い,GABAを富化させる条件について実験的に検討した.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| 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) | 0.002 | 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 source (direct Gemma or distilled Codex), 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".