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 |
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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. |
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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 |
Author_xml | – sequence: 1 givenname: Hwo Yeon surname: Seo fullname: Seo, Hwo Yeon organization: Division of Public Health and Medical Service, Seoul National University Hospital, Seoul, Korea – sequence: 2 givenname: Gil Young surname: Song fullname: Song, Gil Young organization: The Mining Company, VAIV, Seoul, Korea – sequence: 3 givenname: Jee Won surname: Ku fullname: Ku, Jee Won organization: The Mining Company, VAIV, Seoul, Korea – sequence: 4 givenname: Hye Yoon surname: Park fullname: Park, Hye Yoon organization: Department of Psychiatry, Seoul National University College of Medicine, Daehak-ro 103, Chongno-gu, Seoul, 03080, Korea – sequence: 5 givenname: Woojae surname: Myung fullname: Myung, Woojae organization: Department of Neuropsychiatry, Seoul National University Bundang Hospital, Seongnam, Korea – sequence: 6 givenname: Hee Jung surname: Kim fullname: Kim, Hee Jung organization: Department of Neuropsychiatry, Seoul National University Hospital, Seoul, Korea – sequence: 7 givenname: Chang Hyeon surname: Baek fullname: Baek, Chang Hyeon organization: Department of Neuropsychiatry, Seoul National University Hospital, Seoul, Korea – sequence: 8 givenname: Nami surname: Lee fullname: Lee, Nami organization: Department of Psychiatry, Seoul National University College of Medicine, Daehak-ro 103, Chongno-gu, Seoul, 03080, Korea – sequence: 9 givenname: Jee Hoon surname: Sohn fullname: Sohn, Jee Hoon organization: Department of Psychiatry, Seoul National University College of Medicine, Daehak-ro 103, Chongno-gu, Seoul, 03080, Korea – sequence: 10 givenname: Hee Jeong surname: Yoo fullname: Yoo, Hee Jeong organization: Department of Neuropsychiatry, Seoul National University Bundang Hospital, Seongnam, Korea – sequence: 11 givenname: Jee Eun surname: Park fullname: Park, Jee Eun email: parkim80@snu.ac.kr, parkim80@snu.ac.kr organization: Department of Psychiatry, Seoul National University College of Medicine, Daehak-ro 103, Chongno-gu, Seoul, 03080, Korea. parkim80@snu.ac.kr |
BackLink | https://www.ncbi.nlm.nih.gov/pubmed/35562709$$D View this record in MEDLINE/PubMed |
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CitedBy_id | crossref_primary_10_1080_01488376_2023_2263479 crossref_primary_10_1007_s12144_023_05402_6 crossref_primary_10_1371_journal_pone_0293525 crossref_primary_10_3389_fpsyt_2023_1192123 crossref_primary_10_1002_eat_24061 |
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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 |
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