Severe acute kidney injury in the intensive care unit: step-to-step management
Bibliographic record
Abstract
Acute kidney injury (AKI) is a sudden loss of renal function limited to 7 days with increased basal serum creatinine levels and/or decreased urinary production. AKI is a frequent condition in the intensive care unit (ICU) ranging from 13% to 36% in patients hospitalized with acute heart failure, up to 80% in patients with cardiogenic shock (CS). AKI requiring dialysis is also common (5% to 8%) and can exceed 13% in patients with CS. AKI is consistently associated with increased mortality in both the short-term, especially when dialysis is needed, and the long-term. The aim of this review is to provide an update on step-by-step management, from pharmacological treatment to renal replacement therapy, in patients with severe AKI in ICU patients with fluid overload.
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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 | 0.002 | 0.000 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.002 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.000 | 0.002 |
| Insufficient payload (model declined to judge) | 0.000 | 0.001 |
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".