Bibliographic record
Abstract
Endoscopic percutaneous dilatational tracheostomy is at least as safe as standard open tracheostomy in the operating room (OR). Recently, a single dilator was introduced to accomplish dilatation of the tracheal aperture in one step, thus obviating the need for multiple graduated dilators. Experience with endoscopic percutaneous tracheostomy (PCT) using the single dilator in 40 patients to date supports the premise that the procedure is safe, rapid, and technically simple. In the study by Añon et al, two very different techniques, are compared: the Ciaglia percutaneous dilatational tracheostomy technique using multiple dilators and the Griggs percutaneous technique using guidewire-dilating forceps. Although relative complication rates for the two techniques are not significantly different, both procedures are performed in a 'blind' fashion, without the benefit of a bronchoscope. The reported incidence of serious complications in this study is high, and almost certainly avoidable with the addition of direct bronchoscopic visualization. Operative time is reported to be shorter with the Griggs technique, but this finding is unlikely to hold true for the single dilator technique, which reduces procedure time to less than 15 min. This author's experience with bedside endoscopic PCT using the single dilator indicates that it is a safe, rapid and cost-effective procedure with a low complication rate.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
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 | 0.005 | 0.015 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.002 | 0.002 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.001 | 0.002 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.002 | 0.001 |
| Insufficient payload (model declined to judge) | 0.002 | 0.001 |
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".