[Review: Prize-awarded article] Research and Development of β-1,3-1,6-Glucan from Black Yeast for a Functional Food Ingredient
Bibliographic record
Abstract
黒酵母Aureobasidium pullulans1A1株が,β-グルカンの中でも免疫賦活活性の特に高いβ-1,3-1,6-グルカンを分泌産生することに注目し,高純度で低粘度な可溶化β-1,3-1,6-グルカン食品素材『アクアβ^ 』を開発した。次いで,『アクアβ^ 』が腸管免疫に対する免疫賦活調節効果を有することを確認した。具体的には,抗腫瘍活性ならびに抗癌転移活性を有すること,食物アレルギー改善効果を有すること,便秘改善効果を有すること,抗ストレス効果を有すること,腸管粘膜の保護作用や食後血糖の低減効果を有することを明らかにした。さらに,最近では胃潰瘍の低減効果を確認するとともにヒートショックプロテイン70(HSP70)の誘導効果を見出した。
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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 | 0.001 | 0.002 |
| Meta-epidemiology (narrow) | 0.002 | 0.000 |
| Meta-epidemiology (broad) | 0.002 | 0.001 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.002 | 0.002 |
| Open science | 0.002 | 0.001 |
| Research integrity | 0.003 | 0.002 |
| Insufficient payload (model declined to judge) | 0.021 | 0.012 |
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".