Diversity in spindle morphology in Arabidopsis root tip
Bibliographic record
Abstract
A primary function of the spindle apparatus is to segregate chromosomes into two equal sets in a dividing cell. It is unclear whether spindles in different cell types play additional roles in cellular regulation. As a first step in revealing new functions of spindles, we investigated spindle morphology in different cell types in Arabidopsis roots in the wild-type and the cytokinesis defective1 (cyd1) mutant backgrounds. cyd1 provides cells larger than those of the wild type for testing the cell size effect on spindle morphology. Our observations indicate that cell type (shape), not cell size, is likely a factor affecting spindle morphology. At least three spindle types were observed, including small spindles with pointed poles in narrow cells, large barrel-shaped spindles (without pointed poles) in wide cells, and spindles intermediate in pole focus and size in other cells. We hypothesize that the cell-type-associated spindle diversity may be an integral part of the cell differentiation processes.
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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 | 0.000 |
| 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".