Bibliographic record
Abstract
Orchid embryo development is unusual among flowering plants with many distinctive characteristics. This review highlights the unique features of orchid embryos. After fertilization, the polarity is established in the zygote before its first asymmetric division. In species such as Epidendrum ibaguense H.B.K., the zygote elongates before the first asymmetric division, while others such as Cymbidium sinense (Andr.) Willd. divide without an apparent cell elongation phase. An obvious structural polarity with a prominent vacuole at the micropylar end is not necessarily present in orchid zygotes. The suspensor is derived from the basal cell of a two-celled embryo, and varied morphologies can be found. The suspensor functions in nutrient uptake and can have a morphogenetic role to play in embryo proper development. For embryos without an expanded suspensor, nutrients have to be acquired directly through their surface. The embryo proper develops from the terminal cell of a two-celled embryo. It undergoes a limited number of cell divisions resulting in a tiny embryo with a protocorm body plan. Despite their simple structural organization, orchid embryos have developmental programs as complex as other flowering plants. The ultimate goal of embryo development is to generate a protocorm body plan ready for germination.
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 | 0.001 |
| 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".