Hybrid primary puncture in stapler‐assisted total laryngectomy
Bibliographic record
Abstract
In Video S1, a new surgical technique for hybrid primary tracheoesophageal (TE) puncture in stapler-assisted total laryngectomy is shown. The video describes the surgical steps of the procedure and illustrates some tips and tricks. The procedure incorporates an upper mini-pharyngotomy to enable retrograde placement of the voice prosthesis (VP), eliminating the need for rigid esophagoscopy. This has made it possible to exploit, without additional risks, the potential of the stapler combined with primary TE puncture and VP placement. In our experience, this hybrid procedure in stapler-assisted total laryngectomy is not related to adverse events such as pharyngocutaneous fistula (PCF), hypertonicity, and functional complications. Therefore, it can be considered a valid technique that allows for easy insertion of a primary voice prosthesis also in case of mechanical sutures.
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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".