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A Machine Learning Approach to Design an Efficient Selective Screening of Mild Cognitive Impairment
Published on: January 11, 2020
Views of nursing staff on computerized dementia screening : A validation and pilot study in a general hospital
Stelios Zygouris1,2, Mara Gkioka3,4, Despoina Moraitou5
1School of Medicine, Aristotle University of Thessaloniki, Thessaloniki, Greece. szygouris@gmail.com.
Background:
Cognitive disorders such as dementia are common among older adults admitted to general hospitals. They can complicate treatment leading to longer hospitalization and worse outcomes. They often remain underdiagnosed as the busy routine of the hospital does not enable efficient screening and available screening instruments are not suitable for the hospital environment. Computerized cognitive testing (CCT) has been proposed as an efficient screening method as it can be employed by nonspecialists, such as nurses while featuring automatic scoring and interpretation of results.
Objective:
This study validated a newly developed questionnaire for measuring the attitudes of Greek nurses towards computerized dementia screening.
Material And Methods:
The questionnaire was validated in a sample of 212 undergraduate psychology students and subsequently administered to a sample of 19 nurses working in a general hospital. Reliability of the questionnaire was calculated using Cronbach's alpha (= 0.762). Factor analysis revealed the existence of a single factor (acceptability-feasibility) that accounted for 33.73% of variance with an eigenvalue of 3.036.
Results:
The total score of all the items loading on the single factor (acceptability-feasibility) was calculated. Scores ranged between 10 and 40 with the average score for the validation group being 29.33 (SD = 4.89) and the average score for the nurses' group being 29.50 (SD = 3.20).
Discussion:
The questionnaire has acceptable reliability. Results indicate that acceptability-feasibility is high in both groups and there were no statistically significant differences between the two groups.
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