Perceived barriers to psychiatric help-seeking in South Korea by age groups: text mining analyses of social media big data

The psychiatric treatment gap is substantial in Korea, implying barriers in seeking help. This study aims to explore barriers of seeing psychiatrists, expressed on the internet by age groups. A corpus of data was garnered extensively from internet communities, blogs and social network services from...

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Published in:BMC psychiatry Vol. 22; no. 1; p. 332
Main Authors: Seo, Hwo Yeon, Song, Gil Young, Ku, Jee Won, Park, Hye Yoon, Myung, Woojae, Kim, Hee Jung, Baek, Chang Hyeon, Lee, Nami, Sohn, Jee Hoon, Yoo, Hee Jeong, Park, Jee Eun
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Published: England BioMed Central Ltd 13-05-2022
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Abstract The psychiatric treatment gap is substantial in Korea, implying barriers in seeking help. This study aims to explore barriers of seeing psychiatrists, expressed on the internet by age groups. A corpus of data was garnered extensively from internet communities, blogs and social network services from 1 January 2016 to 31 July 2019. Among the texts collected, texts containing words linked to psychiatry were selected. Then the corpus was dismantled into words by using natural language processing. Words linked to barriers to seeking help were identified and classified. Then the words from web communities that we were able to identify the age groups were additionally organized by age groups. 97,730,360 articles were identified and 6,097,369 were included in the analysis. Words implying the barriers were selected and classified into four groups of structural discrimination, public prejudice, low accessibility, and adverse drug effects. Structural discrimination was the greatest barrier occupying 34%, followed by public prejudice (27.8%), adverse drug effects (18.6%), and cost/low accessibility (16.1%). In the analysis by age groups, structural discrimination caused teenagers (51%), job seekers (64%) and mothers with children (43%) the most concern. In contrast, the public prejudice (49%) was the greatest barriers in the senior group. Although structural discrimination may most contribute to barriers to visiting psychiatrists in Korea, variation by generations may exist. Along with the general attempt to tackle the discrimination, customized approach might be needed.
AbstractList The psychiatric treatment gap is substantial in Korea, implying barriers in seeking help. This study aims to explore barriers of seeing psychiatrists, expressed on the internet by age groups. A corpus of data was garnered extensively from internet communities, blogs and social network services from 1 January 2016 to 31 July 2019. Among the texts collected, texts containing words linked to psychiatry were selected. Then the corpus was dismantled into words by using natural language processing. Words linked to barriers to seeking help were identified and classified. Then the words from web communities that we were able to identify the age groups were additionally organized by age groups. 97,730,360 articles were identified and 6,097,369 were included in the analysis. Words implying the barriers were selected and classified into four groups of structural discrimination, public prejudice, low accessibility, and adverse drug effects. Structural discrimination was the greatest barrier occupying 34%, followed by public prejudice (27.8%), adverse drug effects (18.6%), and cost/low accessibility (16.1%). In the analysis by age groups, structural discrimination caused teenagers (51%), job seekers (64%) and mothers with children (43%) the most concern. In contrast, the public prejudice (49%) was the greatest barriers in the senior group. Although structural discrimination may most contribute to barriers to visiting psychiatrists in Korea, variation by generations may exist. Along with the general attempt to tackle the discrimination, customized approach might be needed.
Background The psychiatric treatment gap is substantial in Korea, implying barriers in seeking help. Objectives This study aims to explore barriers of seeing psychiatrists, expressed on the internet by age groups. Methods A corpus of data was garnered extensively from internet communities, blogs and social network services from 1 January 2016 to 31 July 2019. Among the texts collected, texts containing words linked to psychiatry were selected. Then the corpus was dismantled into words by using natural language processing. Words linked to barriers to seeking help were identified and classified. Then the words from web communities that we were able to identify the age groups were additionally organized by age groups. Results 97,730,360 articles were identified and 6,097,369 were included in the analysis. Words implying the barriers were selected and classified into four groups of structural discrimination, public prejudice, low accessibility, and adverse drug effects. Structural discrimination was the greatest barrier occupying 34%, followed by public prejudice (27.8%), adverse drug effects (18.6%), and cost/low accessibility (16.1%). In the analysis by age groups, structural discrimination caused teenagers (51%), job seekers (64%) and mothers with children (43%) the most concern. In contrast, the public prejudice (49%) was the greatest barriers in the senior group. Conclusions Although structural discrimination may most contribute to barriers to visiting psychiatrists in Korea, variation by generations may exist. Along with the general attempt to tackle the discrimination, customized approach might be needed. Keywords: Mental health, Service, Barrier, Discrimination, Stigma, South Korea
Abstract Background The psychiatric treatment gap is substantial in Korea, implying barriers in seeking help. Objectives This study aims to explore barriers of seeing psychiatrists, expressed on the internet by age groups. Methods A corpus of data was garnered extensively from internet communities, blogs and social network services from 1 January 2016 to 31 July 2019. Among the texts collected, texts containing words linked to psychiatry were selected. Then the corpus was dismantled into words by using natural language processing. Words linked to barriers to seeking help were identified and classified. Then the words from web communities that we were able to identify the age groups were additionally organized by age groups. Results 97,730,360 articles were identified and 6,097,369 were included in the analysis. Words implying the barriers were selected and classified into four groups of structural discrimination, public prejudice, low accessibility, and adverse drug effects. Structural discrimination was the greatest barrier occupying 34%, followed by public prejudice (27.8%), adverse drug effects (18.6%), and cost/low accessibility (16.1%). In the analysis by age groups, structural discrimination caused teenagers (51%), job seekers (64%) and mothers with children (43%) the most concern. In contrast, the public prejudice (49%) was the greatest barriers in the senior group. Conclusions Although structural discrimination may most contribute to barriers to visiting psychiatrists in Korea, variation by generations may exist. Along with the general attempt to tackle the discrimination, customized approach might be needed.
Background The psychiatric treatment gap is substantial in Korea, implying barriers in seeking help. Objectives This study aims to explore barriers of seeing psychiatrists, expressed on the internet by age groups. Methods A corpus of data was garnered extensively from internet communities, blogs and social network services from 1 January 2016 to 31 July 2019. Among the texts collected, texts containing words linked to psychiatry were selected. Then the corpus was dismantled into words by using natural language processing. Words linked to barriers to seeking help were identified and classified. Then the words from web communities that we were able to identify the age groups were additionally organized by age groups. Results 97,730,360 articles were identified and 6,097,369 were included in the analysis. Words implying the barriers were selected and classified into four groups of structural discrimination, public prejudice, low accessibility, and adverse drug effects. Structural discrimination was the greatest barrier occupying 34%, followed by public prejudice (27.8%), adverse drug effects (18.6%), and cost/low accessibility (16.1%). In the analysis by age groups, structural discrimination caused teenagers (51%), job seekers (64%) and mothers with children (43%) the most concern. In contrast, the public prejudice (49%) was the greatest barriers in the senior group. Conclusions Although structural discrimination may most contribute to barriers to visiting psychiatrists in Korea, variation by generations may exist. Along with the general attempt to tackle the discrimination, customized approach might be needed.
BACKGROUNDThe psychiatric treatment gap is substantial in Korea, implying barriers in seeking help.OBJECTIVESThis study aims to explore barriers of seeing psychiatrists, expressed on the internet by age groups.METHODSA corpus of data was garnered extensively from internet communities, blogs and social network services from 1 January 2016 to 31 July 2019. Among the texts collected, texts containing words linked to psychiatry were selected. Then the corpus was dismantled into words by using natural language processing. Words linked to barriers to seeking help were identified and classified. Then the words from web communities that we were able to identify the age groups were additionally organized by age groups.RESULTS97,730,360 articles were identified and 6,097,369 were included in the analysis. Words implying the barriers were selected and classified into four groups of structural discrimination, public prejudice, low accessibility, and adverse drug effects. Structural discrimination was the greatest barrier occupying 34%, followed by public prejudice (27.8%), adverse drug effects (18.6%), and cost/low accessibility (16.1%). In the analysis by age groups, structural discrimination caused teenagers (51%), job seekers (64%) and mothers with children (43%) the most concern. In contrast, the public prejudice (49%) was the greatest barriers in the senior group.CONCLUSIONSAlthough structural discrimination may most contribute to barriers to visiting psychiatrists in Korea, variation by generations may exist. Along with the general attempt to tackle the discrimination, customized approach might be needed.
The psychiatric treatment gap is substantial in Korea, implying barriers in seeking help. This study aims to explore barriers of seeing psychiatrists, expressed on the internet by age groups. A corpus of data was garnered extensively from internet communities, blogs and social network services from 1 January 2016 to 31 July 2019. Among the texts collected, texts containing words linked to psychiatry were selected. Then the corpus was dismantled into words by using natural language processing. Words linked to barriers to seeking help were identified and classified. Then the words from web communities that we were able to identify the age groups were additionally organized by age groups. 97,730,360 articles were identified and 6,097,369 were included in the analysis. Words implying the barriers were selected and classified into four groups of structural discrimination, public prejudice, low accessibility, and adverse drug effects. Structural discrimination was the greatest barrier occupying 34%, followed by public prejudice (27.8%), adverse drug effects (18.6%), and cost/low accessibility (16.1%). In the analysis by age groups, structural discrimination caused teenagers (51%), job seekers (64%) and mothers with children (43%) the most concern. In contrast, the public prejudice (49%) was the greatest barriers in the senior group. Although structural discrimination may most contribute to barriers to visiting psychiatrists in Korea, variation by generations may exist. Along with the general attempt to tackle the discrimination, customized approach might be needed.
ArticleNumber 332
Audience Academic
Author Sohn, Jee Hoon
Myung, Woojae
Park, Jee Eun
Song, Gil Young
Seo, Hwo Yeon
Baek, Chang Hyeon
Lee, Nami
Kim, Hee Jung
Ku, Jee Won
Park, Hye Yoon
Yoo, Hee Jeong
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  organization: Department of Psychiatry, Seoul National University College of Medicine, Daehak-ro 103, Chongno-gu, Seoul, 03080, Korea. parkim80@snu.ac.kr
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South Korea
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Mental health
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Snippet The psychiatric treatment gap is substantial in Korea, implying barriers in seeking help. This study aims to explore barriers of seeing psychiatrists,...
Background The psychiatric treatment gap is substantial in Korea, implying barriers in seeking help. Objectives This study aims to explore barriers of seeing...
The psychiatric treatment gap is substantial in Korea, implying barriers in seeking help. This study aims to explore barriers of seeing psychiatrists,...
BACKGROUNDThe psychiatric treatment gap is substantial in Korea, implying barriers in seeking help.OBJECTIVESThis study aims to explore barriers of seeing...
Abstract Background The psychiatric treatment gap is substantial in Korea, implying barriers in seeking help. Objectives This study aims to explore barriers of...
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SubjectTerms Adolescent
Age
Age groups
Attitudes
Barrier
Big Data
Child
Data Mining
Demographic aspects
Discrimination
Health aspects
Health behavior
Health care access
Health services utilization
Help seeking behavior
Humans
Medical care
Mental disorders
Mental health
Mental health care
Prejudice
Psychiatric services
Psychiatry
Psychotropic drugs
Republic of Korea
Service
Side effects
Social aspects
Social Media
Social networks
Social organization
Social Stigma
South Korea
Stigma
Stigma (Social psychology)
Teenagers
Utilization
Virtual communities
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Title Perceived barriers to psychiatric help-seeking in South Korea by age groups: text mining analyses of social media big data
URI https://www.ncbi.nlm.nih.gov/pubmed/35562709
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