Barriers to Adopting a Fistula-First Policy in Europe: An International Survey among National Experts
Why this work is in the frame
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Bibliographic record
Abstract
PURPOSE: The purpose of this study is to explore how vascular access care was reimbursed, promoted, and organised at the national level in European and neighbouring countries. METHODS: An electronic survey among national experts to collect country-level data. RESULTS: Forty-seven experts (response rate, 76%) from 37 countries participated. Experts from 23 countries reported that 50% or less of patients received routine preoperative imaging of vessels. Nephrologists placed catheters and created fistulas in 26 and 8 countries, respectively. Twenty-one countries had a fee per created access; the reported fee for catheter placement was never higher than for fistula creation. As the number of haemodialysis patients in a centre increased, more countries had a dedicated coordinator or multidisciplinary team responsible for vascular access maintenance at the centre-level; in 11 countries, responsibility was always with individual nephrologists, independent of a centre's size. In 23 countries, dialysis centres shared vascular access care resources, with facilitation from a service provider in 4. In most countries, national campaigns (n = 35) or educational programmes (n = 29) had addressed vascular access-related topics; 19 countries had some form of training for creating fistulas. Forty experts considered the current evidence base robust enough to justify a fistula-first policy, but only 13 believed that more than 80% of nephrologists in their country would attempt a fistula in a 75-year-old woman with comorbidities. CONCLUSIONS: Suboptimal access to surgical resources, lack of dedicated training of clinicians, limited routine use of preoperative diagnostic imaging and patient characteristics primarily emerged as potential barriers to adopting a fistula-first policy in Europe.
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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 | 0.006 | 0.004 |
| 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 | 0.001 |
| Open science | 0.001 | 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