Contamination of wheelchairs by Staphylococcus aureus
Bibliographic record
Abstract
We investigated Staphylococcus aureus contamination of the hand rims and handles of wheelchairs for common use on hospital wards by wiping with gauze. Examination of the hand rims of a total of 20 wheelchairs revealed methicillin-sensitive S. aureus (MSSA) and/or methicillin-resistant S. aureus (MRSA) on 17 wheelchairs (85.0%), and MRSA on 11 (55.0%). The mean ± SD (range) density of MRSA contamination was 320.8 ± 812.3 (2-2.8×103) colony-forming units (cfu)/hand rim. Examination of the handles of the 20 wheelchairs showed MRSA on 3 (15.0%). The incidence of S. aureus contamination and its density were higher on hand rims than on handles. After the hand rims were disinfected by wiping with 80vol% ethanol, S. aureus was not detected on any of them. Since S. aureus may potentially be transmitted via shared wheelchairs, their disinfection after every use is recommended.
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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 | 0.000 | 0.001 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.001 | 0.000 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.002 | 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".