Bibliographic record
Abstract
Cryptococcus is a unique environmental fungus. Among the more than three dozen species of Cryptococcus, only C. neoformans and C. gattii commonly cause disease. Although many of these infections occur in immunocompromised patients, C. gattii has recently come to public attention because of an outbreak of devastating illness in immunocompetent individuals. The polysaccharide capsule of Cryptococcus is a major virulence factor, and in addition to surrounding the organism, it is also released into the environment. Cryptococcus is believed to enter the body through the lung causing pulmonary disease, but because of its neurotropic nature, the central nervous system is a major target organ. The major risk factors include HIV and organ transplantation. Depending on the site of infection and the patient's immune status, the clinical manifestations vary from asymptomatic to severe life-threatening disease. Treatment regimens depend on the immune status of the patient and the severity of the disease, and include both polyene and imidazole antifungal agents in addition to surgical adjuvant therapy. However, despite antifungal therapy, the mortality remains between 10 and 25% in patients with AIDS, and at least one-third of patients with cryptococcal meningitis experience mycological or clinical failure. Consequently, the mechanism of cryptococcal invasion, immune response, pathogenesis, and treatment continue to be areas of active study. With our advancing knowledge in these areas, we aim at better management for this devastating group of infections.
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 | 0.001 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.002 | 0.001 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.002 | 0.001 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.012 | 0.009 |
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".