Management of perioperative complications during uniportal video-assisted thoracoscopic surgery
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
Abstract: Video-assisted thoracoscopic surgery (VATS) using a single port may improve postoperative pain control and shortened recovery time. In this review, we discuss the most common perioperative complications of uniportal VATS, management of these complications, and outcomes in patients who underwent anatomic lung resection using uniportal VATS at our institution. Bleeding from vascular injuries and prolonged air leaks are the most problematic perioperative complications of anatomic lung resections using uniportal VATS. Proper management of the lung and vessels and preventive measures during complex cases are essential safety measures. Published series have shown at least equivalent safety between uniportal VATS and VATS with multiple ports when uniportal VATS is performed by an experienced surgeon.
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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) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 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 it