Bibliographic record
Abstract
A key to Calocybe from China is provided below: 1. Pileus with dirty white tones ..............................................................................................................................................................2 1. Pileus without dirty white tone...........................................................................................................................................................3 2. Pileipellis cellular ............................................................................................................................................................... C. erminea 2. Pileipellis noncellular ................................................................................................................................................. C. gangraenosa 3. Pileus with purple tones......................................................................................................................................................................4 3. Pileus without purple tones ................................................................................................................................................................6 4. Lamellae decurrent .......................................................................................................................................................... C. decurrens 4. Lamellae not decurrent.......................................................................................................................................................................5 5. Pileus dark blue purple, lamellae adnate ............................................................................................................................. C. ionides 5. Pileus a purple black to blue purple, lamellae sinuate to adnate....................................................................................... C. violacea 6. Pileus pastel red to dull-red ................................................................................................................................................. C. vinacea 6. Pileus with brown or yellow tones .....................................................................................................................................................7 7. Pileus with brownish gray or grayish brown tones ............................................................................................................................8 7. Pileus with yellow tones.....................................................................................................................................................................9 8. Stipe surface lilac gray to dull violet.................................................................................................................................... C. lilacea 8. Stipe surface stone-brown to deep mahogany ..................................................................................................................... C. fulvipes 9. Lamellae changed blue when bruised............................................................................................................................. C. decolorate 9. Lamellae unchanged when bruised ..................................................................................................................................................10 10. Basidiomata with odor and taste.......................................................................................................................................................11 10. Basidiomata with indistinct odor and taste.......................................................................................................................................12 11. Basidiomata with fruit aroma ............................................................................................................................................... C. carnea 11. Basidiomata with strong aroma and spicy taste ................................................................................................................ C. gambosa 12. Lamellae with taupe tones.......................................................................................................................................... C. obscurissima 12. Lamellae without taupe tones...........................................................................................................................................................13 13. Stipe surface with white tones............................................................................................................................................ C. convexa 13. Stipe surface is not white tones ........................................................................................................................................................14 14. Lamellae decurrent ...........................................................................................................................................................................15 14. Lamellae not decurrent.....................................................................................................................................................................18 15. Context orange chrome.................................................................................................................................................. C. aurantiaca 15. Context white....................................................................................................................................................................................16 16. Lamellae greyish-yellow ...................................................................................................................................................... C. coacta 16. Lamellae white .................................................................................................................................................................................17 17. Stipe with white pubescence at base ......................................................................................................................... C. badiofloccosa 17. Stipe without white pubescence at base .................................................................................................................... C. longisterigma 18. Lamellae with yellow tones..............................................................................................................................................................19 18. Lamellae with white tones......................................................................................................................................... C. subochraceus 19. Pileipellis cellular ....................................................................................................................................................... C. chrysenteron 19. Pileipellis noncellular ........................................................................................................................................................ C. naucoria
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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 | 0.000 | 0.001 |
| Meta-epidemiology (narrow) | 0.002 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.003 | 0.003 |
| Science and technology studies | 0.008 | 0.002 |
| Scholarly communication | 0.003 | 0.002 |
| Open science | 0.001 | 0.003 |
| Research integrity | 0.002 | 0.002 |
| Insufficient payload (model declined to judge) | 0.085 | 0.028 |
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".