Negative Pressure Wound Therapy in Surgical Site Infections of Sternotomy Wounds - A Case Series Study in Neonates and Infants.
Bibliographic record
Abstract
This case series, performed by the department of plastic and reconstructive surgery at our institution, reports the management of sternal wound dehiscence in newborns and children after cardiac surgery with the help of a negative pressure wound therapy treatment system. Three neonatal patients with poststernotomy wound problems were treated with a negative pressure wound therapy (VAC) system. Negative pressure therapy was started with negative pressure at 50 mm Hg, continuously. All children achieved healing of the sternal wound and a subsequent closure after a mean length of treatment of 33 days (range, 21-49 days). In conclusion, negative pressure therapy with pressure adjusted to lower values as compared with adults in combination with radical surgical debridement was found to be safe and effective, as well as being tolerated well in neonatal and infant patients with extensive or localized poststernotomy wound dehiscence.
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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) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.001 | 0.001 |
| 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".