A renal transplant recipient with a pulmonic valve mass
Bibliographic record
Abstract
A 43-year-old female with a renal transplant presented with fatigue, dyspnea, anemia, and thrombocytopenia. Chest CT revealed pulmonary nodules, and transthoracic echocardiography identified a large, multi-lobulated, multi-cystic mass attached to the pulmonic valve. Pathology demonstrated fungal hyphae, and bronchoalveolar lavage (BAL) fluid grew Aspergillus fumigatus, with a serum Aspergillus galactomannan (GM) antigen index of 1.95. The pulmonic valve was excised and a bioprosthetic valve was inserted. The patient was treated with voriconazole. Pulmonic valve Aspergillus endocarditis (AE) is a rare condition associated with high mortality. Given the rising number of transplant recipients, heightened clinical vigilance is warranted in this population.
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 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 | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, 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".