Complications associated with the development of bacteremia with <i>Staphylococcus aureus</i>
Bibliographic record
Abstract
Access-related infections are a leading cause of morbidity and mortality among hemodialysis patients. Staphylococcus aureus bacteremia accounts for 25% of these episodes. Nissenson et al., found that 20.7% of the patients developing S. aureus bacteremia had infectious complications as well as hospital readmissions related to the S. aureus bacteremia. This retrospective analysis did not determine whether the S. aureus bacteremia was access related, nor how each episode was treated. We have prospectively collected a database of all access-related S. aureus bacteremia developing in our unit between 1/1/03 and 8/31/05, including the management of the access. Episodes of S. aureus bacteremia with an identifiable source other than the vascular access were excluded. Seventy-two episodes of S. aureus bacteremia were identified; 54 developed in patients using a catheter and 18 developed in patients using an arteriovenous graft/fistula. The mean age was 64+/-15 years, and 56% of the patients were Caucasian. All patients were treated with 4 weeks of antibiotics. A total of 6 (8%) deaths and 15 (20.8%) infectious complications related to the S. aureus bacteremia were identified. Infectious complications included endocarditis (4), metastatic infection (7), discitis (3), and a myocardial abscess (1). Seventeen (23.6%) of the patients were readmitted within 30 days of the episode of S. aureus bacteremia; 4 readmissions were related to the S. aureus bacteremia. Five of the 54 catheter patients who developed S. aureus bacteremia expired and 14 developed infectious complications despite the catheter being removed/exchanged in all but one patient. One of the arteriovenous graft patients who developed S. aureus bacteremia expired. We conclude that infectious complications from S. aureus bacteremia are common, as 23.6% of the patients in our study developed an infectious complication. Eight percent of the patients who developed S. aureus bacteremia expired. Strategies to avoid S. aureus bacteremia are needed.
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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 | 0.001 | 0.003 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.001 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.001 | 0.000 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.002 | 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".