The Role of Thoracoscopic Decortication in the Treatment of Childhood Empyema
Bibliographic record
Abstract
Pneumonia associated with parapneumonic effusion in children continues to be a common and, at times, a difficult problem to manage. While the majority of children can be treated with antibiotic therapy alone, once the effusion reaches the fibropurulent stage or later, the organizing stage treatment can become more complicated. In the past, once the empyema, these later stages, it was treated with antibiotics, prolonged chest tube drainage, and, if these failed, open thoracotomy for debridement. This was associated with long hospitalization and significant morbidity due to the delayed referral to a surgeon and to the surgical procedure itself. With the expanded use of endoscopic techniques, thoracoscopy has been increasingly used in the treatment of empyema and much earlier in the course of disease. The procedure can be performed quickly and efficiently through 2–5-mm incisions with minimal morbidity. Studies have shown that early thoracoscopic intervention can result in quicker recovery, a decreased length of hospital stay, and earlier return to normal activity, with minimal, if any, increased cost. These facts make this procedure ideal for the treatment of empyema in children.
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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 | 0.000 | 0.000 |
| 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 | 0.000 |
| 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".