Scopus search strategy and results.
Bibliographic record
Abstract
<div> Objective The systematic review aims to determine the safety of conducting non-upper airway surgery in an ambulatory surgery center (ASC) for OSA patients. Data sources A comprehensive search was conducted from MEDLINE, Embase, CENTRAL, and Scopus from inception through February 2023. Review methods Studies including non-upper airway surgery done in ASC settings were identified. Risk of bias was assessed using the Murad Tool and Newcastle-Ottawa scale. Primary outcomes were 24 hour complications and unplanned admission rates. Results From 9313 studies, 13 non-OSA studies with 31,200 OSA participants and 318,709 non-OSA participants were identified. Severe complications were rare and tended to occur within the first 4 hours of the postoperative period. While a majority of smaller scale studies found no significant difference in unplanned admissions, large scale studies with multivariate analysis find OSA to be an independent risk factor for unplanned admission and 30-day complications. However, large scale ASC studies have found that with proper selection and perioperative interventions, OSA patients can undergo outpatient surgery at ASCs safely. Conclusions OSA patients with mild or controlled comorbidities can safely undergo ambulatory non-OSA surgery in ASCs. Other The protocol for this review was registered with the PROSPERO database (Registration number: CRD42023415162). </div>
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 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 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| 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) | 0.086 | 0.002 |
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; both teacher heads agree on what is shown here.
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".