Relationship Between Skeletal Muscle Area and Density and Clinical Outcome in Adults Receiving Venovenous Extracorporeal Membrane Oxygenation
Bibliographic record
Abstract
OBJECTIVES: To investigate the prevalence of low skeletal muscle index (area normalized for height) and density, their trajectory of change, and to determine associations with clinical outcome in adults with severe respiratory failure requiring venovenous extracorporeal membrane oxygenation. DESIGN: Prospective observational study. PATIENTS: Adults receiving venovenous extracorporeal membrane oxygenation for a minimum of 72 hours and a maximum of 6 months between September 2010 and June 2017, who had a CT scan which included the third lumbar vertebra. INTERVENTION: None. MEASUREMENTS AND MAIN RESULTS: Skeletal muscle index and density was determined using Slice-O-Matic V5.0 (TomoVision, Montreal, QC, Canada). Low skeletal muscle index and density were defined using published criteria. Regression models were used to assess for associations between muscle index and density and clinical outcome. Two-hundred fifteen patients, median (interquartile range) age 46 years (35.0-57.0 yr) were included. Forty-five patients (21.1%) had low skeletal muscle index, and 48 (22.3%) had low skeletal muscle density on commencement of venovenous extracorporeal membrane oxygenation. Low skeletal muscle index was more prevalent in males (28.8% vs 11.6%; χ2 = 9.4; p = 0.002) and was associated with a longer duration of venovenous extracorporeal membrane oxygenation (B = 5.0; 95% CI, 0.2-9.9; p = 0.042). Higher skeletal muscle density was independently associated with ICU survival (odds ratio 1.6 per 10 Hounsfield units; 95% CI, 1.1-2.5; p = 0.025). No relationship was observed between skeletal muscle index nor density and physical function. Adequacy of energy and protein did not influence change in skeletal muscle index or density. CONCLUSIONS: Low skeletal muscle index at the commencement of venovenous extracorporeal membrane oxygenation was associated with a longer duration of venovenous extracorporeal membrane oxygenation, whereas preserved skeletal muscle density was associated with improved survival.
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 | 0.001 | 0.005 |
| 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 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".