Systematic review of locking solutions for non‐tunneled hemodialysis catheters
Bibliographic record
Abstract
BACKGROUND: We conducted a systematic review of studies investigating lock solutions for use in non-tunneled hemodialysis catheters. METHODS: We searched PubMed and Cochrane databases from inception to June 11, 2021. Study inclusion criteria were: randomized trial or observational study, adults (>18 years), with acute kidney injury (AKI); and temporary non-tunneled catheters. We recorded bleeding events, catheter dysfunction and complications. RESULTS: Of 649 studies identified, 6 were included (4 randomized, 1 non-randomized trial, 1 retrospective cohort study; sample sizes 78-1496 patients). Citrate was compared to heparin in 4 studies, to saline in 1, and ethanol versus saline in 1. Event-free survival of non-tunneled catheters did not differ between groups. Catheter-related infections and adverse events were less frequent with citrate locks, but reached statistical significance in only two studies. CONCLUSION: Existing data are too heterogeneous to enable recommending one type of catheter lock over any other for non-tunneled hemodialysis catheters.
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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 | 0.007 | 0.027 |
| Meta-epidemiology (narrow) | 0.002 | 0.001 |
| Meta-epidemiology (broad) | 0.009 | 0.006 |
| Bibliometrics | 0.010 | 0.009 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.003 | 0.002 |
| Open science | 0.002 | 0.001 |
| Research integrity | 0.002 | 0.001 |
| Insufficient payload (model declined to judge) | 0.005 | 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".