Parasola (sect. Conopileae) Wachter & A. Melzer
Bibliographic record
Abstract
Parasola sect. Conopileae Wächter & A. Melzer Description. Basidiomata small to medium-sized, terrestrial or lignicolous. Pileus conical until mature, almost glabrous to finely sulcate but never cracking into plication, veil absent, brown hairs present. Lamellae adnate, withering at age. Stipes hollow, most glabrous. Basidiospores not flattened, ellipsoid to ovoid in front view and side view, germ pore central. Basidia monomorphic, regularly 4 - spored. Lamellae trama regular, colorless or in brown hue. Lamellae margin infertile, cheilocystidia abundant, subglobose, utriform, ellipsoid, sublageniform. Pleurocystidia present or not, when present subglobose, utriform, sublageniform or subcylindrical. Original pileipellis a hymeniform, composed of sphaeropedunculate cells, secondary pileipellis absent. Sclerocystidia present. Caulocystidia present at upper part of stipe, uniformly or in small cluster distributed, subglobose, utriform, sublageniform or (sub) cylindrical. Clamps present and sometimes present pseudoclamps.
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 | 0.002 | 0.001 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.017 | 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".