Is lack of cycad (Cycadales) diversity a result of a lack of polyploidy?
Bibliographic record
Abstract
Many hypotheses exist for the relative diversity of seed plant taxa. We discuss one of them: how the relative dearth of cycad diversity throughout their 300 million year history may be a result of a lack of duplication of their entire nuclear genome, often termed polyploidy. We show theoretically how polyploidy causes speciation via cryptic reproductive isolation. Polyploidy can also cause radiations via epigenetically induced heterochrony and plasticity. Most cycads have only a few large chromosomes because of a lack of whole genome duplication or, except possibly in the genus Zamia, chromosomal fission. Large chromosomes and extremely small effective population sizes result in substantial linkage disequilibrium, genetic hitchhiking and genetic drift in cycads. By contrast, other seed plants have higher incidences of polyploidy and may therefore have been more prone to radiations.
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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 | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.001 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 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".