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
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
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 | 0.002 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.002 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.039 | 0.089 |
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