Unproven and Expensive before Proven and Cheap: Extracorporeal Membrane Oxygenation versus Prone Position in Acute Respiratory Distress Syndrome
Bibliographic record
Abstract
We identified 810 reports that describe extracorporeal membrane oxygenation (ECMO) in acute respiratory distress syndrome (ARDS), and 61 fulfilled our inclusion criteria. The authors of 26 (43%) reports responded to e-mail requests for confirmation (or clarification). Based on the aggregate (published and e-mailed) information, unambiguous data were available relating to 17 papers. These 17 papers represented 672 patients with ARDS who were cannulated with venovenous ECMO; of these patients, 208 (31%) received a trial of prone positioning before ECMO, and 464 (69%) did not. A key randomized controlled trial was published in 2013 that reported a survival benefit associated with prone positioning (N Engl J Med 2013;368:2159-2168). The proportion of all venovenous ECMO patients in whom prone positioning was used before ECMO was lower in studies published after 2013 (84 of 452 [19%]) than in those published before 2013 (116 of 210 [55%]) (P < 0.05). These data suggest a systematic bias in the reporting of outcomes after ECMO in the literature. The vast majority of reported patients who received ECMO did not first receive therapy that (in contrast to ECMO) is simple, cheap, and of proven benefit; therefore, inferences about the efficacy of ECMO in ARDS are of limited use.
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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 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 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".