Bibliographic record
Abstract
Amphicarpaea edgeworthii Benth.is a wild species of the legume,with important value on the soybean breeding and researchs of plant developmental biology.The seed development of Amphicarpaea edgeworthii Benth.were observed using paraffin sectioning method by microscope.The ovule was fertilized and formed the zygote after flowering about 12 hours.The zygote was transfersely divided into a terminal cell and a basal cell in 2 days after flowering.The proembryo continued cell division in very directions forming globular embryo and then heart-shaped embryo,in which the cotyledons primordium began to occur.In 24 days after flowering,the embryo differentiated into matured embryo through Tropedo-shaped embryo(in 16 days after flowering).The endosperm cell began to form when the globular proembryo was formed,and the development of the endosperm was nuclear type.The mature seed of Amphicarpaea edgeworthii Benth is the seed without endosperm.The outer integument developed into the seed coat,and the seed coat cells were the fence cells with corneum,that might be one of the important reasons of hard seeds for Amphicarpaea edgeworthii Benth.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
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) | 0.001 | 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".