Genus species sp. nov., an underscribed fungus (Taxonomic group) from habit in country with interesting biological properties
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
Abstract If your title is sufficiently engaging, a prospective reader will probably look next at the Abstract. The abstract should include all details necessary for the reader who does not have access to the whole article (i.e. someone looking at the abstract only on-line or in an abstract journal) so that they will know whether it is worth their time or money to obtain the full article. When describing a new species, you should include a summary of the diagnostic characters of the new species, especially the spore characters and dimensions. Make sure to include information about where your fungus was found and what is was growing on. If you have molecular data, it is useful to mention what genes you have sequenced, and what this information tells us about the fungus, such as what family or order it belongs to, and what are the most closely related species. Mention if a key to related species or comparative synoptic table is included, a feature that will increase potential readership.
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 | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 0.000 |
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