Aspergilloma or intrapulmonary teratoma - time to rethink
Bibliographic record
Abstract
Intrapulmonary teratoma (IPT) is a rare type of extra gonadal germ cell tumor which can often be misdiagnosed due to its non-specific presentation. Complete surgical resection should be done because of its malignant potential. We report a case of 33 years old female previously treated as tuberculous osteomyelitis of sternum. She presented with chest pain and sudden hemoptysis. Based on the radiological picture she was diagnosed as complex aspergilloma of lung with a thick walled cavity. Hemoptysis was controlled with supportive management. On surgery right upper lobe was densely adherent to the anterior chest wall. Exploration of the cavity revealed a 6×4 cm whitish mass with non-pigmented hair. Right upper lobectomy and wide excision of the mass was performed. Histopathology was consistent with the diagnosis of IPT with no malignant cells.
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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) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.000 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.003 | 0.001 |
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".