Bibliographic record
Abstract
Kewaceae Christenh., fam. nov. Type of the family:— Kewa Christenh., gen. nov. These are annual or perennial herbs that can be slightly woody. Their leaves are alternate or in false whorls, usually more or less fasciculate at the stem tips, succulent, linear and terete. Stipules are present and fused to the base of the blade, sheathing the stem to different degrees. Inflorescences are terminal or apparently axillary, long-stalked (false) umbels. Flowers are bisexual and actinomorphic and have a whorl of five free sepals, of which three or four become petal-like (usually white or pink), but true petals are absent. The five to 15 (rarely fewer) stamens have shortly fused filaments and dorsifixed anthers opening by longitudinal slits. The superior ovary is composed of three to five fused carpels and is topped by short, fleshy stigmatic crests. The fruit is a membranaceous capsule that opens loculicidally. The family includes the single genus Kewa.
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) | 0.001 | 0.000 |
| Bibliometrics | 0.002 | 0.002 |
| Science and technology studies | 0.003 | 0.001 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.024 | 0.007 |
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".