Critical appraisal of randomized controlled trials of anemia correction in patients with renal failure
Bibliographic record
Abstract
PURPOSE OF REVIEW: Recent randomized controlled trials (RCTs) have reported risks and benefits in the correction of anemia using erythropoietin-stimulating agents (ESAs) in patients with predialysis chronic kidney disease (CKD) or end-stage renal disease. The purpose of this review is to critically appraise the RCTs most relevant to clinical decision-making. RECENT FINDINGS: The Trial to Reduce cardiovascular Events with Aransep Therapy (TREAT) is the biggest and best designed RCT performed so far, enrolling 4038 diabetic patients with CKD in a double-blind, placebo-controlled trial. Comparing the high hemoglobin (Hb) darbopoietin group with placebo, it reported no difference in cardiac and renal outcomes, a significantly increased risk of stroke, and modest improvement in fatigue and transfusion rate. Meta-analysis demonstrated that correction of anemia with ESA was associated with a significantly increased risk of hypertension and vascular access clotting and an increased risk of death that approached statistical significance. Quality-of-life improvements appeared to maximize in the target Hb range of 10-12 g/dl. SUMMARY: Treatment of renal anemia using ESAs to target Hb higher than 13 g/dl is harmful. Treatment of Hb below 9 g/dl provides substantial transfusion and quality-of-life benefits, but safety is unknown. Target Hb levels of 10-12 g/dl seem reasonable, but increasing ESA doses in hyporesponsive patients to achieve a specific target is not.
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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 | 0.008 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.004 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.001 |
| 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 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".