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Record W1981714633 · doi:10.5430/jha.v2n2p55

Contamination of wheelchairs by Staphylococcus aureus

2012· article· en· W1981714633 on OpenAlexvenueno aff
Harumasa Hakuno, Shigeharu Oie, Hiroyuki Furukawa

Bibliographic record

VenueJournal of Hospital Administration · 2012
Typearticle
Languageen
FieldMedicine
TopicAntimicrobial Resistance in Staphylococcus
Canadian institutionsnot available
Fundersnot available
KeywordsStaphylococcus aureusContaminationMedicineMethicillin-resistant Staphylococcus aureusSurgeryBiologyBacteria

Abstract

fetched live from OpenAlex

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.

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.

How this classification was reachedexpand

Full frame distilled prediction

Teacher imitation

Not 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.

metaresearch head score (Codex)0.000
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Bench or experimental · Consensus signal: Bench or experimental
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.133
Threshold uncertainty score0.471

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0000.000

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.

Opus teacher head0.009
GPT teacher head0.271
Teacher spread0.262 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

Machine predicted; a candidate call from one teacher head, not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designBench or experimental
Domainnot available
GenreEmpirical

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".

Quick stats

Citations3
Published2012
Admission routes1
Has abstractyes

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