Assessing Hwa-byung Vulnerability Using the Hwa-byung Personality Scale: a comparative study of machine learning approaches

Machine learning models, particularly the ensemble method, show capabilities promising for screening individuals with high HB symptom scores based on personality traits, potentially facilitating early referral for clinical evaluation. These models can improve the efficiency and accuracy of the HB risk assessment in clinical settings, potentially aiding early intervention and prevention strategies.

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Publication Details

Journal
Journal of pharmacopuncture
Published
2024-12-18
DOI
https://doi.org/10.3831/kpi.2024.27.4.358
Primary Topic
Resilience and Mental Health
Type
article
Field-Weighted Citation Impact
0.00

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article

Assessing Hwa-byung Vulnerability Using the Hwa-byung Personality Scale: a comparative study of machine learning approaches

Chan‐Young Kwon, Seok Chan Jeong, Sung-Hee Kim, Boram Lee et al.
Journal of pharmacopuncture
Resilience and Mental Health
article

Assessing Hwa-byung Vulnerability Using the Hwa-byung Personality Scale: a comparative study of machine learning approaches

Chan‐Young Kwon, Seok Chan Jeong, Sung-Hee Kim, Boram Lee, Jong Woo Kim
article en

Abstract

Machine learning models, particularly the ensemble method, show capabilities promising for screening individuals with high HB symptom scores based on personality traits, potentially facilitating early referral for clinical evaluation. These models can improve the efficiency and accuracy of the HB risk assessment in clinical settings, potentially aiding early intervention and prevention strategies.

Journal of pharmacopunctureVol. 27(4)
Dong-Eui University (KR), Korea Institute of Oriental Medicine (KR), Kyung Hee University Hospital at Gangdong (KR)
Ministry of Health and Welfare, Korea Health Industry Development Institute, Institute for Information and Communications Technology Promotion, National Supercomputing Center, Korea Institute of Science and Technology Information, Division of Human Resource Development
Reduced inequalities
Openalex Percentile: Top 67%
Resilience and Mental Health
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Assessing Hwa-byung Vulnerability Using the Hwa-byung Personality Scale: a comparative study of machine learning approaches — Chan‐Young Kwon, Seok Chan Jeong, et al. · Journal of pharmacopuncture (2024) | TGRS Research Map | TGRS