Clinical Year in Review III:: Mechanical Ventilation, Acute Respiratory Distress Syndrome, Nonpulmonary Intensive Care Unit, and Quality Performance Assessment Metrics in Your Practice
Bibliographic record
Abstract
18.6%; RR, 0.64; 95% CI, 0.54‐0.75; P , 0.001), and moreover, the rate of death after rescue therapies was significantly lower (7.5 vs. 11.3%; RR, 0.65; 95% CI, 0.52‐0.80; P , 0.001) (3). In patients with ARDS, there was an insignificant increase in risk of pneumothorax with higher PEEP (RR, 1.23; 95% CI, 0.94‐1.68; P ¼ 0.13), and no difference in fatal consequences from barotrauma (RR, 1.2; 95% CI, 0.79‐1.81; P ¼ 0.39) (3). The use of neuromuscular blockers, corticosteroids, and vasopressors was similar between groups treated with higher and lower PEEP. In summary, this analysis suggests that higher PEEP is safe in patients with ARDS and may reduce the need for performing rescue therapies. Further, low to moderate levels of PEEP should be used for most patients with ALI.
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 | 0.004 | 0.001 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.003 | 0.001 |
| Bibliometrics | 0.000 | 0.002 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.000 | 0.002 |
| 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".