2020 International Conference on Artificial Intelligence in Information and Communication (ICAIIC) 2020
DOI: 10.1109/icaiic48513.2020.9064974
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Classification vs Regression by CNN for Handwashing Skills Evaluations in Nursing Education

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Cited by 9 publications
(10 citation statements)
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“…People with dementia or cognitive impairment were included in 3 studies [ 36 , 42 , 45 ]. Home care clients or community-dwelling elderly were included in 6 studies [ 46 - 51 , 313 ], 3 studies specifically focused on nurses or nursing students [ 34 , 52 , 53 ], and 1 study targeted elderly people at a daycare facility [ 54 ]. The more or less detailed reporting of heterogeneous study designs included experimental designs, field experiments [ 54 ], real-life use-cases [ 55 ], case studies with a single subject design [ 36 ], cross-sectional and longitudinal observational designs as well as comparative designs, and an economic evaluation nested within a cluster-randomized controlled trial [ 18 , 45 ], and different mixed methods designs (such as the studies by Amato et al [ 35 ], Ala-Kitula et al [ 46 ], and Alwan et al [ 47 ]).…”
Section: Resultsmentioning
confidence: 99%
See 1 more Smart Citation
“…People with dementia or cognitive impairment were included in 3 studies [ 36 , 42 , 45 ]. Home care clients or community-dwelling elderly were included in 6 studies [ 46 - 51 , 313 ], 3 studies specifically focused on nurses or nursing students [ 34 , 52 , 53 ], and 1 study targeted elderly people at a daycare facility [ 54 ]. The more or less detailed reporting of heterogeneous study designs included experimental designs, field experiments [ 54 ], real-life use-cases [ 55 ], case studies with a single subject design [ 36 ], cross-sectional and longitudinal observational designs as well as comparative designs, and an economic evaluation nested within a cluster-randomized controlled trial [ 18 , 45 ], and different mixed methods designs (such as the studies by Amato et al [ 35 ], Ala-Kitula et al [ 46 ], and Alwan et al [ 47 ]).…”
Section: Resultsmentioning
confidence: 99%
“…During the 1-year intervention, ICU transfers and medical emergency team calls increased significantly and mortality decreased significantly when compared with the preintervention year for patients on a medical and oncology floor, whereas no significant increase was found for patients on a non-ICU surgical trauma floor that were younger and had fewer comorbidities than patients on the medical and oncology floor [ 57 ]. Yamamoto et al [ 53 ] used ML to evaluate handwashing skills in nursing students and reported that, when comparing students 3 months after their last training and beginners in handwashing, handwashing skills were almost identical, indicating the need to update practice handwashing beyond initial training. Viswanathan et al [ 36 ] observed residents of a long-term care facility with mild-to-moderate cognitive impairment while using an intelligent wheelchair and reported lower mean frontal collision with objects compared with using the wheelchair without the avoidance module preventing wheelchair motion toward nearby obstacles being activated while observing large differences in the users’ collision avoidance ability.…”
Section: Resultsmentioning
confidence: 99%
“…Most studies (50/89, 56%) recruited HCWs from hospitals or clinics [ 29 , 30 , 32 - 40 , 44 , 46 - 57 , 59 , 61 , 66 - 68 , 73 - 75 , 77 - 80 , 82 , 84 , 86 , 87 , 89 - 91 , 95 , 96 , 98 - 100 , 103 , 106 ], and few (2/89, 2%) studies also involved patients from hospitals [ 66 , 94 ]. The remaining studies recruited the general public (7/89, 8%) [ 45 , 60 , 64 , 65 , 109 - 111 ] or students (4/89, 4%) [ 76 , 104 , 114 , 115 ] from communities or educational settings.…”
Section: Resultsmentioning
confidence: 99%
“…Hand hygiene plays a critical role in reducing contamination in our food supply and in reducing disease transmission. Several image- and video-based systems have been developed to assess or assist hand hygiene for healthcare workers [ 5 , 6 , 8 , 9 , 10 , 11 , 12 ] and people with dementia [ 4 , 13 , 14 , 15 ]. In [ 8 , 9 ], image processing reports when hospital staff are present at a hand-washing station.…”
Section: Background and Motivationmentioning
confidence: 99%
“…In [ 8 , 9 ], image processing reports when hospital staff are present at a hand-washing station. To assess the effectiveness of hand-washing after the fact, images of the hands using both visible and ultraviolet light have been processed [ 10 , 11 , 12 ]. Six handwashing poses are classified using multiple SVMs in [ 6 ], by segmenting hands and arms and analyzing their motion.…”
Section: Background and Motivationmentioning
confidence: 99%