Diuretics in the Management of Acute Kidney Injury: A Multinational Survey
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
BACKGROUND: Diuretics are a common intervention in critically ill patients with acute kidney injury (AKI). However, there is no information that describes the practice patterns of diuretic use by clinicians. METHODS: Multinational, multicenter survey of intensive care and nephrology clinicians that utilized an 18-question self-reported questionnaire. RESULTS: The survey generated 331 responses from 16 countries. Academic institutions comprised 77.5%, with the remaining being from metropolitan, regional or private hospitals. The use of furosemide was most common (67.1%), delivered primarily intravenously (71.9%) and by bolus dosing (43.3%). Other diuretics were infrequently used. The majority rated current serum creatinine (73.6%) and urine output (73.4%), blood pressure (59.7%), central venous pressure (65.2%) and risk of toxicity (62.4%) important when deciding on a dose. Pulmonary edema was a prime physiologic indication for diuretic use (86.3%). Diuretic use was also common with rhabdomyolysis (55.6%), major surgery (56%), and cardiogenic shock (56.2%), and sepsis (49.5%). Diuretic use was most commonly given either prior to (57.7%) or during recovery (33.9%) after renal replacement therapy (RRT). Most (76.6%) targeted a diuresis of >or=0.5-1.0 ml/kg/h. The majority did not believe that diuretics could reduce mortality (74.3%), reduce need for (50.8%) or duration of RRT (57.8%) or improve renal recovery (68.2%), however, many stated uncertainty. Most (85.1%) would be willing to participate in a randomized trial (RCT) of diuretics in AKI with 72.4% believing it ethically acceptable to allocate patients to placebo. CONCLUSION: Diuretics are frequently used in AKI. Clinicians are most familiar with furosemide given intravenously and titrated to a physiologic endpoint of urine output. Most clinicians believe an RCT on diuretic use in AKI is justified and ethical. This survey confirms clinical agreement and a need for higher quality evidence on diuretic use in AKI.
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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 | 0.003 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 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 | 0.000 |
| 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 it