Fluid overload is associated with impaired oxygenation and morbidity in critically ill children*
Bibliographic record
Abstract
RATIONALE: Fluid overload is common in the critically ill and is thought to contribute to oxygenation failure and mortality. Since increasing disease severity often requires more fluid for resuscitation, it is unclear whether fluid overload is a causative factor in morbidity or is simply an indicator of disease severity. OBJECTIVE: Investigate the association between fluid overload and oxygenation while controlling for severity of illness by daily Pediatric Logistic Organ Dysfunction scores. DESIGN AND SETTING: Retrospective chart review, tertiary children's hospital. PATIENTS AND METHODS: The oxygenation index, fluid overload percent, and daily Pediatric Logistic Organ Dysfunction scores were obtained in a retrospective chart review of 80 patients (mean age 58.7 ± 73.0 months) with respiratory failure. Univariate and multivariate approaches were used to assess the independent relation between fluid overload percent and duration of stay and ventilation. INTERVENTIONS: None. MAIN RESULTS: Higher peak fluid overload percent predicted higher peak oxygenation index, independent of age, gender, and Pediatric Logistic Organ Dysfunction (p = .009). Fluid overload percent ≥15% on any given day was also independently associated with that day's oxygenation index, controlled for age, gender, and Pediatric Logistic Organ Dysfunction (p < .05). Peak fluid overload percent and severe fluid overload percent (≥15%) were both independently associated with longer duration of ventilation (p = .004, p = .01), and pediatric intensive care unit (p = .008, p = .01) and hospital length of stay (p = .02, p = .04), controlled for age, gender, Pediatric Logistic Organ Dysfunction, and in the case of ventilation, respiratory admission. CONCLUSION: This is the first study to report that positive fluid balance adversely affected the pediatric intensive care unit course in children who did not receive renal replacement therapy. While timely administration of fluids is lifesaving, positive fluid balance after hemodynamic stabilization may impact organ function and negatively influence important outcomes in critically ill patients.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.003 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.001 | 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 source (direct Gemma or distilled Codex), 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".