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
Gaining access to blood circulation has been a major breakthrough of modern medical care and, despite the evolution of dialysis technology, vascular access (VA) remains the main impediment in providing quantity as well as quality of life to the end-stage renal disease (ESRD) patient. The external Scribner shunt and the internal Brescia/Cimino arteriovenous fistula (AVF) opened the way for further advancements such as graft angioaccess and other sophisticated devices. Forty years later, the radio-cephalic fistula remains the VA with the longest patency and the lowest complications. Although various technical solutions can be adopted for constructing access to the patient's vessels, the nephrologist must bear in mind that every VA in the upper limb, lower limb or body wall needs a run-in and a run-off: currently, thrombosis of the central vessels due to the excessive widespread use of central venous catheters (CVCs) emerge as a substantial cause of hemodialysis (HD) morbidity and mortality. Moreover, as there is a risk of central vein stenosis, even 2 weeks after catheter placement, and an impaired venous outflow precludes the creation of any VA and sometimes the placement of a kidney transplant in the iliac fossa for many years, we agree with McGill et al, who in 2005 said that ''expansion of catheter access may contribute to the reduced survival of hemodialysis patients in the United States''.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
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 | 0.008 | 0.000 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.003 | 0.004 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.005 | 0.001 |
| Research integrity | 0.001 | 0.003 |
| 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