Actual Clinical Practice Assessment: A Rapid and Easy-to-Use Tool for Evaluating Cognitive Decline Equivalent to Dementia

被引:1
作者
Asano, Takayuki [1 ]
Yasuda, Asako [1 ]
Kinoshita, Setsuo [1 ]
Nomoto, Jun [2 ]
Kato, Takahiro [3 ]
Suzuki, Chihiro [4 ]
Suzuki, Han [4 ]
Kinoshita, Toru [5 ]
Shigeta, Masahiro [6 ]
Homma, Akira [7 ]
机构
[1] Nippontect Syst Co Ltd, Res & Dev, Tokyo, Japan
[2] Hamato Neurosurg Clin, Brain Neurosurg, Yokohama, Kanagawa, Japan
[3] Soubudai Neurosurg Clin, Brain Neurosurg, Sagamihara, Kanagawa, Japan
[4] Suzuki Neurosurg Clin, Brain Neurosurg, Neurosci Ctr, Saitama, Japan
[5] Nozomi Memory Clin, Psychiat, Tokyo, Japan
[6] Jikei Univ, Sch Med, Dept Psychiat, Tokyo, Japan
[7] Otafuku Memory Clin, Psychiat, Mito, Ibaraki, Japan
关键词
automated classification; machine learning; speech features; dementia; digital cognitive assessment;
D O I
10.7759/cureus.58781
中图分类号
R5 [内科学];
学科分类号
1002 ; 100201 ;
摘要
Background Screening tests reveal the early signs of cognitive decline, enabling better self-care and preparation for the future. We developed and evaluated the accuracy of a rapid (20 s) and easy-to-use tool called ONSEI, assessing the cognitive decline equivalent to dementia in actual clinical practice by correlating clinical diagnoses with the ONSEI classification. Methods In this retrospective observational study, data were collected from individuals who visited three neurosurgical clinics in neighboring prefectures of Tokyo, Japan. ONSEI analysis was performed using a smartphone or tablet. The tool adopts a machine-learning algorithm using the speaker's age, timeorientation task score, and acoustic features of spoken responses to that task. Significant differences in accuracy, sensitivity, and specificity were evaluated by Fisher's exact test. Results The overall classification accuracy of ONSEI was 98.1% (p<0.001). The sensitivity and specificity were 97.3% (p<0.001) and 98.5% (p<0.001), respectively. The proportion of correct classifications was consistent across different age groups. Conclusion ONSEI showed high classification accuracy for dementia in cognitively normal individuals in actual clinical practice, regardless of the facility at which the tests were conducted or the age of the participants. Thus, ONSEI can be useful for dementia screening and self-care.
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页数:6
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