Pilot evaluation of a ward-based automated hand hygiene training system.
A novel artificial intelligence (AI) system (SureWash; GLANTA, Dublin, Ireland) was placed on a ward with 45 staff members for two 6-day periods to automatically assess hand hygiene technique and the potential effectiveness of the automated training system. Two human reviewers assessed videos from 50 hand hygiene events with an interrater reliability (IIR) of 88% (44/50). The IIR was 88% (44/50) for the human reviewers and 80% (40/50) for the software. This study also investigated the poses missed and the impact of feedback on participation (+113%), duration (+11%), and technique (+2.23%). Our findings showed significant correlation between the human raters and the computer, demonstrating for the first time in a clinical setting the potential use of this type of AI technology in hand hygiene training.
School of Computer Science and Statistics, Trinity College, Dublin, Ireland.
Anarta
A
Ghosh
Stefan
S
Ameling
Jiang
J
Zhou
Gerard
G
Lacey
Eilish
E
Creamer
Anthony
A
Dolan
Orla
O
Sherlock
Hilary
H
Humphreys
D001185:Artificial Intelligence; D001331:Automation / Q000295:instrumentation* / Q000379:methods*; D063373:Hand Hygiene / Q000458:organization & administration* / Q000592:standards*; D006801:Humans; D007494:Ireland; D013663:Teaching / Q000379:methods*