Isolated pleural aspergillosis: Case description and challenges in management
Bibliographic record
Abstract
Aspergillus species are ubiquitous fungi in the environment. They are responsible for a wide variety of clinical syndromes including allergic manifestations, saprophytic colonization, and invasive disease, which can disseminate. Aspergillus fumigatus is the most common Aspergillus species to cause human infection, and the respiratory system is the primary portal of entry. Although pulmonary aspergillosis is well-characterized, pleural aspergillosis in the absence of pulmonary infection is rare and difficult to treat. The ubiquity of Aspergillus species in the environment underscores the importance of host factors in colonization and infection. We outline the case of a 73-year-old man who presented with dyspnea and constitutional symptoms. Following a thorough workup including systematic exclusion of more common entities, he was diagnosed with isolated pleural aspergillosis. In the absence of considerable supporting literature we discuss the diagnosis, clinical course and management challenges of this rare entity.
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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 | 0.001 |
| 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 | 0.001 |
| 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".