Bibliographic record
Abstract
Gagea sect. Anthericoides A.Terrac. This small section was not recognized as a distinct entity in any of the main twentieth-century classifications (Pascher 1904, 1907, Stroh 1937). All species of this section were placed in G. sect. Platyspermum by Stroh (1937). Pascher (1904, 1907) placed G. trinerva (Viv.) Greuter (1970: 159) and G. graeca in Lloydia. Peruzzi et al. (2008b) and Peterson et al. (2008) accepted this section as distinct. The former authors mentioned only two species (G. trinerva and G. graeca) in this section, but in the latter there were three species. Gagea sect. Anthericoides is sister to the rest of the genus in the analyses performed by Zarrei et al. (2009) and includes members that are endemic to the Mediterranean region. The possession of white flowers with tepals longer than 12 mm is a shared morphological characteristic of this section, which we recognise in this study.
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 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) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.010 | 0.002 |
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".