Bibliographic record
Abstract
Anther and pollen development are important to plant reproduction processes. The floral bud of the model plant organism, Arabidopsis thaliana, consists of 6 anthers which encase copious amounts of pollen. Within the anther locules, nutrients are provided to pollen to support its development. This study aims to offer a deeper understanding of the role of anther caleosins in the Brassicaceae by investigating expression, localization, and putative function of the anther-specific caleosin (AT1G23240). Through the use of molecular and microscopy techniques, it was determined that AT1G23240 was expressed during late stage anther development, mainly within the endoplasmic reticulum and tapetosomes, and was also detected on the pollen coat of mature pollen. Understanding anther caleosin expression will help in determining its role in the overall plant reproduction process, possibly in pollen-stigma interactions, as well as its potential in biotechnological applications in regards to fertility within key crop kinds of the Brassicaceae family.
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 distilled prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.
Codex and Gemma teacher scores by category
| 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 | 0.001 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 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 teacher head, 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".