Gene expression and bioinformatics analysis of the isoflavonoid pathway in soybean
Bibliographic record
Abstract
La plupart des gènes de la voie métabolique des phenylpropanoïdes chez le soya incluent plusieurs homologues, mais leur nombre exact pour chacun des gènes demeure inconnu. L'expression de tous les homologues fut observée dans plusieurs tissus et au niveau cellulaire dans la cosse utilisant les méthodes de « laser capture microdissection » et de « real-time reverse-transcription polymerase chain reaction ». Une analyse de promoteurs in silico a été réalisée afin d'identifier des motifs régulateur commun chez les homologues. Cette étude a identifié un gène 2-hydroxyisoflavanone dehydratase nouveau en plus de cinq gènes isoflavone-7-O-glucosyltransferase. En outre, l'expression différentielle de plusieurs des homologues fut observée surtout dans les racines, les cotylédons et dans la couche exocarpe de la cosse. L'analyse de promoteur a découvert cinq motifs, qui ont auparavant été identifiés aussi dans des promoteurs de la voie métabolique des phenylpropanoid de d'autres espèces de plantes.
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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 | 0.001 | 0.001 |
| 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 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".