Semirecumbent Positioning in Ventilator-Dependent Patients: A Multicenter, Observational Study
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
BACKGROUND: Positioning of patients is a modifiable risk factor for ventilator-associated pneumonia. Current guidelines for prevention of ventilator-associated pneumonia recommend semirecumbency at 30º, with 45º preferable unless contraindicated. OBJECTIVE: To assess the use of semirecumbency for ventilator patients in Australian and New Zealand intensive care units. METHODS: In a multicenter, observational study, backrest elevation, mean arterial pressure, use of inotropic agents, enteral feeding, and weaning status were recorded 3 times per day by using a predetermined randomization schedule for 7 consecutive days (maximum 21 observation episodes). Severity of illness was recorded daily by using the Sepsis-Related Organ Failure Assessment (SOFA) score. RESULTS: Measurements (n = 2112) were recorded for 371 ventilator patients in 32 intensive care units. Backrest elevation at ≥45º was noted for 112 of 2112 (5.3%; 95% confidence interval [CI], 4.3-6.3) measurements; elevation ≥30º but <45º for 472 of 2112 (22.3%; 95% CI, 20.6-24.1). Contraindications to semirecumbency were noted during 447 measurements. Increased back-rest elevation occurred during enteral feeding (2.2º, P < .001) and weaning (3.1º, P < .001). Decreased backrest elevation was associated with inotropic support (2.8º, P < .001), decreased mean arterial pressure (0.7º/10 mm Hg, P < .001), and organ failure (0.5º/1-point increment in SOFA(max) score, P < .001). For measurements recorded with no contraindication to semirecumbency, weaning status (P = .003) and SOFA(max) score (P = .008) remained associated with the degree of backrest elevation. CONCLUSIONS: The findings of this multicenter, observational study suggest that backrest elevation was less than recommended and was influenced by clinical practices and patient condition.
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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 | 0.001 |
| 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 | 0.001 |
| 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 it