Pharmacotherapy in Neonatal and Pediatric Extracorporeal Membrane Oxygenation (ECMO)
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
ECMO support is an established life saving therapy for potentially reversible respiratory and/or cardiac failure. Improvement of outcome depends on effective treatment of the primary diagnosis and complications. Adequate drug therapy is important in reaching these goals. Pharmacokinetic and pharmacodynamic data in neonates and older children on ECMO are sparse. Most studies show altered volume of distribution and clearance for the drugs studied. This article gives an overview of the available PK and PD studies in neonates and children on ECMO, suggests possible mechanisms of altered PK and PD and identifies areas of interest for further research. Keywords: Neonate, child, extracorporeal membrane oxygenation, sedation, analgesia, pharmacology, pharmacokinetics, pharmacodynamics, diagnoses, infections
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.
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 | 0.000 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.002 | 0.000 |
| Bibliometrics | 0.001 | 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 | 0.001 |
| 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