Occurrence of Multiorgan Dysfunction in Pediatric Burn Patients
Bibliographic record
Abstract
In Brief Objective: To examine the incidence of single or multiple organ failure postburn and its resultant clinical outcomes during acute hospitalization. Background: Patient outcomes are inherently dependent on intact organ function; however, burn injury affects the structure and function of almost every organ, but especially lung, liver, kidney, and heart. Therefore, single-organ failure and/or multiorgan failure (MOF) are thought to contribute significantly to postburn morbidity and mortality, but to date no large trial examining the effects of MOF on postburn outcomes exists. Methods: Incidence of MOF was monitored in 821 pediatric burn patients during acute hospitalization. Patients were divided into groups on the basis of the incidence of single-organ–specific failure, MOF, and non-MOF. The DENVER2 score was used to assess organ-specific scores for lung, liver, kidney, and heart. The patient's demographics, injury characteristics, and outcome parameters were recorded. Results: Respiratory failure has the highest incidence in the early phase of postburn injury and decreases starting 5 days postburn. Cardiac failure was noted to have the highest incidence throughout hospital stay. Incidence of hepatic failure increases with the hospital length of stay and is associated with a high mortality during the late phase of the acute hospital stay. Renal failure has an unexpectedly low incidence but is associated with a high mortality during the first 3 weeks postburn injury. Three or more organ failure is associated with very high mortality. Conclusions: This is the first large study in burn patients to determine the incidence of organ-specific failure and outcome. The results of this study confirmed the expected chronologic incidence of organ-specific failure and yield the long-term mortality from liver and renal failure (NCT00673309). Single-organ failure and/or multiorgan failure are major contributors to postburn morbidity and mortality. To date, there is no large study examining the postburn incidence of organ failure and its resultant clinical outcomes. This study showed the expected chronologic incidence of organ-specific failure and yields the long-term mortality from liver and renal failure.
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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) | 0.000 | 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 | 0.000 |
| 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".