Out of the Water: Origin and Diversification of the LBD Gene Family
Bibliographic record
Abstract
LBD (lateral organ boundaries domain) genes are essential to the developmental programs of many fundamental plant organs and function in some of the basic metabolic pathways of plants. However, our historical perspective on the roles of LBD genes during plant evolution has, heretofore, been fragmentary. Here, we show that the LBD gene family underwent an initial radiation that established five gene lineages in the ancestral genome of most charophyte algae and land plants. By inference, the LBD gene family originated after the emergence of the green plants (Viridiplantae), but prior to the diversification of most extant streptophytes. After this initial radiation, we find limited instances of gene family diversification in land plants until successive rounds of expansion in the ancestors of seed plants and flowering plants. The most dynamic phases of LBD gene evolution, therefore, trace to the aquatic ancestors of embryophytes followed by relatively recent lineage-specific expansions on land.
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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 | 0.001 | 0.003 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.005 | 0.005 |
| Insufficient payload (model declined to judge) | 0.002 | 0.001 |
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".