Preliminary evaluation of novel skin closure of Pfannenstiel incisions using cold helium plasma and chitosan films
Bibliographic record
Abstract
OBJECTIVE: To assess the safety and performance of a new energy-based skin closure system (BioWeld1(TM)) for the surgical Pfannenstiel incision in patients scheduled for elective cesarean section. METHODS: This prospective, single center, non-randomized study included 20 patients who were scheduled for elective cesarean section. The BioWeld1 system was performed after suturing the internal layers of the cesarean section incision. A clinical evaluation of safety and efficacy was performed for 1, 2, 4-7, 21, and 45 d after the procedure. The Vancouver Scar Scale (VSS) was used to evaluate scarring. RESULTS: Up to 21 d after the procedure, no safety device-related adverse events were reported. All patients had full closure of the epidermis, a very low total VSS score, and no evidence of discharge, redness, edema, or thermal damage. None of the patients exhibited more than a mild degree of encrustation. CONCLUSION: The BioWeld1 System has been shown to be safe and effective for skin closure in cesarean section.
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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 | 0.002 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 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".