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
This review highlights the importance to people of some types of wild fungi considered in the context of non-wood forest products. Macrofungi are used both for food and medicine proposes. Substances isolated from the higher Basidiomycetes and Ascomycetes mushrooms express promising immune modulating, antitumor, antiviral, antibacterial and antidiabetic properties. They have been, and are presently, used against cancer in some countries in Far East as well as in the United States of America and Canada. Their useful properties are mainly conferred by biologically-active polysaccharides present in the fruiting bodies and cultured mycelium. A few dozen different polysaccharide antitumor agents have been developed from such species as: Ganoderma lucidum, Lentinus edodes, Schizophylum commune, Trametes versicolor and Inonotus obliquus. In the review some other fungi and their properties are also described. The information is provided to widen our knowledge of the importance of the organisms that live in forest ecosystems.
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) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.002 | 0.001 |
| Research integrity | 0.001 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 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