Research Progress of Evolution and Classification Systems in the Family of Leguminosae
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
Leguminosae sp. is a family under the order of Rosales in the class of Dicotyledoneae, belonging to trees, shrubs, subshrubs or herbs, erect or climbing, and often has nodules that can fix nitrogen. Discovered fossil evidence has been found that the Leguminosae family began to diversify about 60 million years ago. Since its evolution, the Leguminosae family has become the third largest land plant family in terms of number of species, only next to the Orchidaceae family and the Asteraceae family, and economically, second only to the Gramineae family. Research on the legume classification system has been the subject of debate and research by research groups around the world. Until 2017, the Legume Phylogeny Working Group (LPWG) constructed a phylogenetic tree with the most comprehensive sampling to date based on the chloroplast matK sequence data (about 91% genus and 20% species). Combined with morphological evidence, they proposes a new classification system for six subfamilies, indicating a milestone in the classification of Leguminosae.
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.
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 | 0.000 |
| 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 | 0.000 | 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 it