Short-Term Consequences of Incomplete Resection of an Echinococcal Cyst of the Lung
Bibliographic record
Abstract
Lung cystic echinococcosis (CE) is often diagnosed incidentally, and its clinical manifestations vary depending on the cyst's location and size. The most common symptoms include chest pain, shortness of breath, expectoration of endocyst fragments, and hemoptysis. Surgery is the primary treatment, while medical therapy plays a minor role. However, failure to completely remove the cyst can lead to disease recurrence and complications such as bronchial fistula. We report the case of a 33-year-old shepherd from Italy, who presented with recurrent hemoptysis. Imaging revealed a large pulmonary cyst in the right upper lobe. The patient underwent thoracotomy with atypical lung resection, but residual parasitic tissue remained, leading to recurrent hemoptysis, arterial hypertrophy, and bronchial fistula. Management required reoperation. Postoperative histology confirmed residual echinococcal tissue. The patient was discharged on prolonged albendazole therapy and remains under follow-up.
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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 | 0.003 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.001 | 0.002 |
| 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 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".