Peritoneal dialysis access outcomes reported in randomized controlled trials: A systematic review
Bibliographic record
Abstract
BACKGROUND: Functional peritoneal dialysis (PD) access is critical to the success of PD therapy. The aim of this review is to describe the spectrum of definitions and methods employed in the measurement of unique outcomes across PD access trials particularly focusing on the outcomes of PD access flow restriction and operative-related outcomes. METHODS: Using Cochrane CENTRAL registry, MEDLINE, and EMBASE, we searched for studies restricted to randomized controlled trials (RCTs) involving interventions related to PD access without restrictions on age, language, or publication year. Studies were screened and data abstracted by two independent reviewers. Definitions, outcome measures, and time points of measurements were captured and documented separately. Unique combinations of these variables resulted in reporting the different ways of measurements. RESULTS: = 12). PD access flow restriction (a subcategory of mechanical outcomes) and operative-related outcomes were reported in 91% and 58% of the included trials, respectively. Tip migration was the most frequently reported flow restriction outcome (59% of RCTs) followed by catheter dysfunction (23% of RCTs). Of the components utilized in definition of flow restriction, description of the impaired flow was reported in 37% of RCTs, need for intervention in 42% of RCTs, and presumed etiology of flow restriction in 60% of RCTs. CONCLUSION: Variability exists in the definitions, reporting methods, choice of outcomes, and analysis of the PD access outcomes across RCTs. Operative-related outcomes remain underreported across RCTs. Outcomes relating to PD access flow restriction were the most common complications reported in the included RCTs but were reported heterogeneously with variability in reporting of the three key components of its definition including description and severity of the flow restriction, the need for intervention and etiology of flow restriction. In the future, defining PD access flow restriction should include all of these components to better evaluate the comparative effect of various PD access interventions.
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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 | 0.055 | 0.263 |
| Meta-epidemiology (narrow) | 0.003 | 0.002 |
| Meta-epidemiology (broad) | 0.019 | 0.014 |
| Bibliometrics | 0.016 | 0.016 |
| Science and technology studies | 0.001 | 0.002 |
| Scholarly communication | 0.006 | 0.006 |
| Open science | 0.003 | 0.003 |
| Research integrity | 0.004 | 0.003 |
| Insufficient payload (model declined to judge) | 0.006 | 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 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".