{"id":"https://openalex.org/W3043553083","doi":"https://doi.org/10.1038/s41598-020-68764-y","title":"A deep learning model for detecting mental illness from user content on social media","display_name":"A deep learning model for detecting mental illness from user content on social media","publication_year":2020,"publication_date":"2020-07-16","ids":{"openalex":"https://openalex.org/W3043553083","doi":"https://doi.org/10.1038/s41598-020-68764-y","mag":"3043553083","pmid":"https://pubmed.ncbi.nlm.nih.gov/32678250","pmcid":"https://www.ncbi.nlm.nih.gov/pmc/articles/7367301"},"language":"en","primary_location":{"id":"doi:10.1038/s41598-020-68764-y","doi":"https://doi.org/10.1038/s41598-020-68764-y","is_oa":true,"landing_page_url":"https://doi.org/10.1038/s41598-020-68764-y","pdf_url":"https://www.nature.com/articles/s41598-020-68764-y.pdf","source":{"id":"https://openalex.org/S196734849","display_name":"Scientific Reports","issn_l":"2045-2322","issn":["2045-2322"],"is_oa":true,"is_in_doaj":true,"is_core":true,"listed_in":["anvur-class-a","anvur-scientific","cwts-core","doaj","dongbi-c","doyens","jufo-1","ki-jl-1","medline","norway-1","poland-140","russia-white-list-1","vabb-shw"],"host_organization":"https://openalex.org/P4310319908","host_organization_name":"Nature Portfolio","host_organization_lineage":["https://openalex.org/P4310319908","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Nature Portfolio","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Scientific Reports","raw_type":"journal-article"},"volume":null,"type":"article","indexed_in":["crossref","doaj","pubmed"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://www.nature.com/articles/s41598-020-68764-y.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5100646674","display_name":"Jina Kim","orcid":"https://orcid.org/0000-0003-1140-6113","observed_orcids":["https://orcid.org/0000-0003-1140-6113"]},"institutions":[{"id":"https://openalex.org/I74973139","display_name":"Carnegie Mellon University","ror":"https://ror.org/05x2bcf33","country_code":"US","type":"education","lineage":["https://openalex.org/I74973139"]},{"id":"https://openalex.org/I848706","display_name":"Sungkyunkwan University","ror":"https://ror.org/04q78tk20","country_code":"KR","type":"education","lineage":["https://openalex.org/I848706"]}],"countries":["KR","US"],"is_corresponding":false,"raw_author_name":"Jina Kim","raw_affiliation_strings":["Department of Interaction Science, Sungkyunkwan University, Seoul, 03063, Republic of Korea","School of Computer Science, Carnegie Mellon University, Pittsburgh, PA, 15213, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Interaction Science, Sungkyunkwan University, Seoul, 03063, Republic of Korea","institution_ids":["https://openalex.org/I848706"]},{"raw_affiliation_string":"School of Computer Science, Carnegie Mellon University, Pittsburgh, PA, 15213, USA","institution_ids":["https://openalex.org/I74973139"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100693560","display_name":"Jieon Lee","orcid":"https://orcid.org/0000-0003-3004-3725","observed_orcids":["https://orcid.org/0000-0003-3004-3725"]},"institutions":[{"id":"https://openalex.org/I848706","display_name":"Sungkyunkwan University","ror":"https://ror.org/04q78tk20","country_code":"KR","type":"education","lineage":["https://openalex.org/I848706"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Jieon Lee","raw_affiliation_strings":["Department of Interaction Science, Sungkyunkwan University, Seoul, 03063, Republic of Korea"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Interaction Science, Sungkyunkwan University, Seoul, 03063, Republic of Korea","institution_ids":["https://openalex.org/I848706"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5047279790","display_name":"Eunil Park","orcid":"https://orcid.org/0000-0002-3177-3538","observed_orcids":["https://orcid.org/0000-0002-3177-3538"]},"institutions":[{"id":"https://openalex.org/I848706","display_name":"Sungkyunkwan University","ror":"https://ror.org/04q78tk20","country_code":"KR","type":"education","lineage":["https://openalex.org/I848706"]}],"countries":["KR"],"is_corresponding":true,"raw_author_name":"Eunil Park","raw_affiliation_strings":["Department of Applied Artificial Intelligence, Sungkyunkwan University, Seoul, 03063, Republic of Korea. eunilpark@skku.edu","Department of Interaction Science, Sungkyunkwan University, Seoul, 03063, Republic of Korea. eunilpark@skku.edu","Department of Interaction Science, Sungkyunkwan University, Seoul, 03063, Republic of Korea"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Applied Artificial Intelligence, Sungkyunkwan University, Seoul, 03063, Republic of Korea. eunilpark@skku.edu","institution_ids":["https://openalex.org/I848706"]},{"raw_affiliation_string":"Department of Interaction Science, Sungkyunkwan University, Seoul, 03063, Republic of Korea. eunilpark@skku.edu","institution_ids":["https://openalex.org/I848706"]},{"raw_affiliation_string":"Department of Interaction Science, Sungkyunkwan University, Seoul, 03063, Republic of Korea","institution_ids":["https://openalex.org/I848706"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5012872041","display_name":"Jinyoung Han","orcid":"https://orcid.org/0000-0002-8911-2791","observed_orcids":["https://orcid.org/0000-0002-8911-2791"]},"institutions":[{"id":"https://openalex.org/I848706","display_name":"Sungkyunkwan University","ror":"https://ror.org/04q78tk20","country_code":"KR","type":"education","lineage":["https://openalex.org/I848706"]}],"countries":["KR"],"is_corresponding":true,"raw_author_name":"Jinyoung Han","raw_affiliation_strings":["Department of Applied Artificial Intelligence, Sungkyunkwan University, Seoul, 03063, Republic of Korea. jinyounghan@skku.edu","Department of Applied Artificial Intelligence, Sungkyunkwan University, Seoul, 03063, Republic of Korea"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Applied Artificial Intelligence, Sungkyunkwan University, Seoul, 03063, Republic of Korea. jinyounghan@skku.edu","institution_ids":["https://openalex.org/I848706"]},{"raw_affiliation_string":"Department of Applied Artificial Intelligence, Sungkyunkwan University, Seoul, 03063, Republic of Korea","institution_ids":["https://openalex.org/I848706"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5012872041","https://openalex.org/A5047279790"],"corresponding_institution_ids":["https://openalex.org/I848706"],"apc_list":{"value":1870,"currency":"USD","value_usd":1870},"apc_paid":{"value":1870,"currency":"USD","value_usd":1870},"fwci":34.6751,"has_fulltext":true,"cited_by_count":303,"citation_normalized_percentile":{"value":0.99874614,"is_in_top_1_percent":true,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":95,"max":100},"biblio":{"volume":"10","issue":"1","first_page":"11846","last_page":"11846"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12488","display_name":"Mental Health via Writing","score":1.0,"subfield":{"id":"https://openalex.org/subfields/3207","display_name":"Social Psychology"},"field":{"id":"https://openalex.org/fields/32","display_name":"Psychology"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},"topics":[{"id":"https://openalex.org/T12488","display_name":"Mental Health via Writing","score":1.0,"subfield":{"id":"https://openalex.org/subfields/3207","display_name":"Social Psychology"},"field":{"id":"https://openalex.org/fields/32","display_name":"Psychology"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T10664","display_name":"Sentiment Analysis and Opinion Mining","score":0.0,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10667","display_name":"Emotion and Mood Recognition","score":0.0,"subfield":{"id":"https://openalex.org/subfields/3205","display_name":"Experimental and Cognitive Psychology"},"field":{"id":"https://openalex.org/fields/32","display_name":"Psychology"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/mental-disorder-detection","display_name":"mental disorder detection","score":0.9919999837875366},{"id":"https://openalex.org/keywords/social-media-posts","display_name":"social media posts","score":0.796999990940094},{"id":"https://openalex.org/keywords/reddit","display_name":"Reddit","score":0.4390000104904175},{"id":"https://openalex.org/keywords/depression","display_name":"depression","score":0.7429999709129333},{"id":"https://openalex.org/keywords/anxiety","display_name":"anxiety","score":0.9990000128746033},{"id":"https://openalex.org/keywords/bipolar-disorder","display_name":"bipolar disorder","score":0.9950000047683716},{"id":"https://openalex.org/keywords/borderline-personality-disorder","display_name":"borderline personality disorder","score":1.0},{"id":"https://openalex.org/keywords/schizophrenia","display_name":"schizophrenia","score":1.0},{"id":"https://openalex.org/keywords/autism-spectrum-disorder","display_name":"autism spectrum disorder","score":0.9909999966621399},{"id":"https://openalex.org/keywords/mental-health-monitoring","display_name":"mental health monitoring","score":0.7739999890327454},{"id":"https://openalex.org/keywords/text-classification","display_name":"text classification","score":0.5120000243186951},{"id":"https://openalex.org/keywords/deep-learning","display_name":"deep learning","score":0.4790000021457672}],"concepts":[{"id":"https://openalex.org/C134362201","wikidata":"https://www.wikidata.org/wiki/Q317309","display_name":"Mental health","level":2,"score":0.6951327323913574},{"id":"https://openalex.org/C518677369","wikidata":"https://www.wikidata.org/wiki/Q202833","display_name":"Social media","level":2,"score":0.6843249797821045},{"id":"https://openalex.org/C558461103","wikidata":"https://www.wikidata.org/wiki/Q154430","display_name":"Anxiety","level":2,"score":0.6181174516677856},{"id":"https://openalex.org/C122980154","wikidata":"https://www.wikidata.org/wiki/Q205555","display_name":"Feeling","level":2,"score":0.6044924259185791},{"id":"https://openalex.org/C2776674806","wikidata":"https://www.wikidata.org/wiki/Q12135","display_name":"Mental illness","level":3,"score":0.5792834758758545},{"id":"https://openalex.org/C2776412080","wikidata":"https://www.wikidata.org/wiki/Q7431605","display_name":"Schizophrenia (object-oriented programming)","level":2,"score":0.5448808670043945},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.5051432251930237},{"id":"https://openalex.org/C2780600973","wikidata":"https://www.wikidata.org/wiki/Q2712836","display_name":"Borderline personality disorder","level":2,"score":0.475207656621933},{"id":"https://openalex.org/C2776174506","wikidata":"https://www.wikidata.org/wiki/Q131755","display_name":"Bipolar disorder","level":3,"score":0.4285946786403656},{"id":"https://openalex.org/C2776867660","wikidata":"https://www.wikidata.org/wiki/Q1814941","display_name":"Depression (economics)","level":2,"score":0.4152927100658417},{"id":"https://openalex.org/C118552586","wikidata":"https://www.wikidata.org/wiki/Q7867","display_name":"Psychiatry","level":1,"score":0.39681506156921387},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.30676448345184326},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.264183908700943},{"id":"https://openalex.org/C77805123","wikidata":"https://www.wikidata.org/wiki/Q161272","display_name":"Social psychology","level":1,"score":0.15194007754325867},{"id":"https://openalex.org/C169900460","wikidata":"https://www.wikidata.org/wiki/Q2200417","display_name":"Cognition","level":2,"score":0.08209678530693054},{"id":"https://openalex.org/C139719470","wikidata":"https://www.wikidata.org/wiki/Q39680","display_name":"Macroeconomics","level":1,"score":0.0},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.0}],"mesh":[{"descriptor_ui":"D000077321","descriptor_name":"Deep Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000077321","descriptor_name":"Deep Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000077321","descriptor_name":"Deep Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000328","descriptor_name":"Adult","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000328","descriptor_name":"Adult","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000328","descriptor_name":"Adult","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D001007","descriptor_name":"Anxiety","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":false},{"descriptor_ui":"D001007","descriptor_name":"Anxiety","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":false},{"descriptor_ui":"D001007","descriptor_name":"Anxiety","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":false},{"descriptor_ui":"D001007","descriptor_name":"Anxiety","qualifier_ui":"Q000523","qualifier_name":"psychology","is_major_topic":false},{"descriptor_ui":"D001007","descriptor_name":"Anxiety","qualifier_ui":"Q000523","qualifier_name":"psychology","is_major_topic":false},{"descriptor_ui":"D001007","descriptor_name":"Anxiety","qualifier_ui":"Q000523","qualifier_name":"psychology","is_major_topic":false},{"descriptor_ui":"D001321","descriptor_name":"Autistic Disorder","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":false},{"descriptor_ui":"D001321","descriptor_name":"Autistic Disorder","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":false},{"descriptor_ui":"D001321","descriptor_name":"Autistic Disorder","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":false},{"descriptor_ui":"D001321","descriptor_name":"Autistic Disorder","qualifier_ui":"Q000523","qualifier_name":"psychology","is_major_topic":false},{"descriptor_ui":"D001321","descriptor_name":"Autistic Disorder","qualifier_ui":"Q000523","qualifier_name":"psychology","is_major_topic":false},{"descriptor_ui":"D001321","descriptor_name":"Autistic Disorder","qualifier_ui":"Q000523","qualifier_name":"psychology","is_major_topic":false},{"descriptor_ui":"D001714","descriptor_name":"Bipolar Disorder","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":false},{"descriptor_ui":"D001714","descriptor_name":"Bipolar Disorder","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":false},{"descriptor_ui":"D001714","descriptor_name":"Bipolar Disorder","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":false},{"descriptor_ui":"D001714","descriptor_name":"Bipolar Disorder","qualifier_ui":"Q000523","qualifier_name":"psychology","is_major_topic":false},{"descriptor_ui":"D001714","descriptor_name":"Bipolar Disorder","qualifier_ui":"Q000523","qualifier_name":"psychology","is_major_topic":false},{"descriptor_ui":"D001714","descriptor_name":"Bipolar Disorder","qualifier_ui":"Q000523","qualifier_name":"psychology","is_major_topic":false},{"descriptor_ui":"D001883","descriptor_name":"Borderline Personality Disorder","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":false},{"descriptor_ui":"D001883","descriptor_name":"Borderline Personality Disorder","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":false},{"descriptor_ui":"D001883","descriptor_name":"Borderline Personality Disorder","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":false},{"descriptor_ui":"D001883","descriptor_name":"Borderline Personality Disorder","qualifier_ui":"Q000523","qualifier_name":"psychology","is_major_topic":false},{"descriptor_ui":"D001883","descriptor_name":"Borderline Personality Disorder","qualifier_ui":"Q000523","qualifier_name":"psychology","is_major_topic":false},{"descriptor_ui":"D001883","descriptor_name":"Borderline Personality Disorder","qualifier_ui":"Q000523","qualifier_name":"psychology","is_major_topic":false},{"descriptor_ui":"D003863","descriptor_name":"Depression","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":false},{"descriptor_ui":"D003863","descriptor_name":"Depression","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":false},{"descriptor_ui":"D003863","descriptor_name":"Depression","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":false},{"descriptor_ui":"D003863","descriptor_name":"Depression","qualifier_ui":"Q000523","qualifier_name":"psychology","is_major_topic":false},{"descriptor_ui":"D003863","descriptor_name":"Depression","qualifier_ui":"Q000523","qualifier_name":"psychology","is_major_topic":false},{"descriptor_ui":"D003863","descriptor_name":"Depression","qualifier_ui":"Q000523","qualifier_name":"psychology","is_major_topic":false},{"descriptor_ui":"D005260","descriptor_name":"Female","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D005260","descriptor_name":"Female","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D005260","descriptor_name":"Female","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008297","descriptor_name":"Male","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008297","descriptor_name":"Male","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008297","descriptor_name":"Male","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008603","descriptor_name":"Mental Health","qualifier_ui":"Q000145","qualifier_name":"classification","is_major_topic":false},{"descriptor_ui":"D008603","descriptor_name":"Mental Health","qualifier_ui":"Q000145","qualifier_name":"classification","is_major_topic":false},{"descriptor_ui":"D008603","descriptor_name":"Mental Health","qualifier_ui":"Q000145","qualifier_name":"classification","is_major_topic":false},{"descriptor_ui":"D010700","descriptor_name":"Phonetics","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D010700","descriptor_name":"Phonetics","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D010700","descriptor_name":"Phonetics","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D011578","descriptor_name":"Psycholinguistics","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D011578","descriptor_name":"Psycholinguistics","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D011578","descriptor_name":"Psycholinguistics","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D012559","descriptor_name":"Schizophrenia","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":false},{"descriptor_ui":"D012559","descriptor_name":"Schizophrenia","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":false},{"descriptor_ui":"D012559","descriptor_name":"Schizophrenia","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":false},{"descriptor_ui":"D012559","descriptor_name":"Schizophrenia","qualifier_ui":"Q000503","qualifier_name":"physiopathology","is_major_topic":false},{"descriptor_ui":"D012559","descriptor_name":"Schizophrenia","qualifier_ui":"Q000503","qualifier_name":"physiopathology","is_major_topic":false},{"descriptor_ui":"D012559","descriptor_name":"Schizophrenia","qualifier_ui":"Q000503","qualifier_name":"physiopathology","is_major_topic":false},{"descriptor_ui":"D012660","descriptor_name":"Semantics","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D012660","descriptor_name":"Semantics","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D012660","descriptor_name":"Semantics","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D057218","descriptor_name":"Blogging","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D057218","descriptor_name":"Blogging","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D057218","descriptor_name":"Blogging","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D061108","descriptor_name":"Social Media","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D061108","descriptor_name":"Social Media","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D061108","descriptor_name":"Social Media","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false}],"locations_count":3,"locations":[{"id":"doi:10.1038/s41598-020-68764-y","doi":"https://doi.org/10.1038/s41598-020-68764-y","is_oa":true,"landing_page_url":"https://doi.org/10.1038/s41598-020-68764-y","pdf_url":"https://www.nature.com/articles/s41598-020-68764-y.pdf","source":{"id":"https://openalex.org/S196734849","display_name":"Scientific Reports","issn_l":"2045-2322","issn":["2045-2322"],"is_oa":true,"is_in_doaj":true,"is_core":true,"listed_in":["anvur-class-a","anvur-scientific","cwts-core","doaj","dongbi-c","doyens","jufo-1","ki-jl-1","medline","norway-1","poland-140","russia-white-list-1","vabb-shw"],"host_organization":"https://openalex.org/P4310319908","host_organization_name":"Nature Portfolio","host_organization_lineage":["https://openalex.org/P4310319908","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Nature Portfolio","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Scientific Reports","raw_type":"journal-article"},{"id":"pmh:oai:pubmedcentral.nih.gov:7367301","doi":null,"is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/7367301","pdf_url":null,"source":{"id":"https://openalex.org/S2764455111","display_name":"PubMed Central","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Sci Rep","raw_type":"Text"},{"id":"pmid:32678250","doi":null,"is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/32678250","pdf_url":null,"source":{"id":"https://openalex.org/S4306525036","display_name":"PubMed","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Scientific reports","raw_type":"Journal Article"}],"best_oa_location":{"id":"doi:10.1038/s41598-020-68764-y","doi":"https://doi.org/10.1038/s41598-020-68764-y","is_oa":true,"landing_page_url":"https://doi.org/10.1038/s41598-020-68764-y","pdf_url":"https://www.nature.com/articles/s41598-020-68764-y.pdf","source":{"id":"https://openalex.org/S196734849","display_name":"Scientific Reports","issn_l":"2045-2322","issn":["2045-2322"],"is_oa":true,"is_in_doaj":true,"is_core":true,"listed_in":["anvur-class-a","anvur-scientific","cwts-core","doaj","dongbi-c","doyens","jufo-1","ki-jl-1","medline","norway-1","poland-140","russia-white-list-1","vabb-shw"],"host_organization":"https://openalex.org/P4310319908","host_organization_name":"Nature Portfolio","host_organization_lineage":["https://openalex.org/P4310319908","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Nature Portfolio","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Scientific Reports","raw_type":"journal-article"},"sustainable_development_goals":[{"display_name":"Good health and well-being","id":"https://metadata.un.org/sdg/3","score":0.8048999905586243}],"sustainable_development_goals_aurora":[{"display_name":"Quality education","id":"https://metadata.un.org/sdg/4","score":0.4099999964237213}],"study_designs":[],"awards":[{"id":"https://openalex.org/G4045169117","display_name":null,"funder_award_id":"NRF\u20102020R1C1C1004324","funder_id":"https://openalex.org/F4320322120","funder_display_name":"National Research Foundation of Korea"},{"id":"https://openalex.org/G5418818836","display_name":null,"funder_award_id":"2020R1C1C1004324","funder_id":"https://openalex.org/F4320322120","funder_display_name":"National Research Foundation of Korea"}],"funders":[{"id":"https://openalex.org/F4320320671","display_name":"National Research Foundation","ror":"https://ror.org/05s0g1g46"},{"id":"https://openalex.org/F4320322120","display_name":"National Research Foundation of Korea","ror":"https://ror.org/013aysd81"}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W3043553083.pdf","grobid_xml":"https://content.openalex.org/works/W3043553083.grobid-xml"},"referenced_works_count":25,"referenced_works":["https://openalex.org/W2402700","https://openalex.org/W168564468","https://openalex.org/W1966717548","https://openalex.org/W1968564639","https://openalex.org/W1996207109","https://openalex.org/W2028677680","https://openalex.org/W2045745149","https://openalex.org/W2081249542","https://openalex.org/W2101234009","https://openalex.org/W2106212012","https://openalex.org/W2115398734","https://openalex.org/W2142228030","https://openalex.org/W2148143831","https://openalex.org/W2513928994","https://openalex.org/W2602628430","https://openalex.org/W2739681832","https://openalex.org/W2773170638","https://openalex.org/W2777531940","https://openalex.org/W2796743265","https://openalex.org/W2897232984","https://openalex.org/W2897240328","https://openalex.org/W2915177913","https://openalex.org/W2921134339","https://openalex.org/W2964121744","https://openalex.org/W6600225990"],"related_works":["https://openalex.org/W4392192009","https://openalex.org/W4410071054","https://openalex.org/W4312514625","https://openalex.org/W4411517022","https://openalex.org/W7027695910","https://openalex.org/W4205211844","https://openalex.org/W6982118447","https://openalex.org/W2972562299","https://openalex.org/W7019643904","https://openalex.org/W4396751926"],"abstract_inverted_index":{"Users":[0],"of":[1,103,119],"social":[2,124],"media":[3],"often":[4],"share":[5],"their":[6,12,95],"feelings":[7],"or":[8],"emotional":[9],"states":[10,118],"through":[11],"posts.":[13,96],"In":[14],"this":[15,35],"study,":[16],"we":[17,37],"developed":[18],"a":[19,25,62,67,111],"deep":[20],"learning":[21,49],"model":[22,57,84],"to":[23,66],"identify":[24,60,87],"user's":[26,63],"mental":[27,41,69,91,116],"state":[28],"based":[29,93],"on":[30,94],"his/her":[31],"posting":[32,50],"information.":[33],"To":[34],"end,":[36],"collected":[38],"posts":[39],"from":[40],"health":[42,117],"communities":[43],"in":[44],"Reddit.":[45],"By":[46],"analyzing":[47],"and":[48,79],"information":[51],"written":[52],"by":[53],"users,":[54],"our":[55,83,104],"proposed":[56,105],"could":[58],"accurately":[59],"whether":[61],"post":[64],"belongs":[65],"specific":[68],"disorder,":[70,77],"including":[71],"depression,":[72],"anxiety,":[73],"bipolar,":[74],"borderline":[75],"personality":[76],"schizophrenia,":[78],"autism.":[80],"We":[81],"believe":[82],"can":[85,108],"help":[86],"potential":[88],"sufferers":[89],"with":[90],"illness":[92],"This":[97],"study":[98],"further":[99],"discusses":[100],"the":[101],"implication":[102],"model,":[106],"which":[107],"serve":[109],"as":[110],"supplementary":[112],"tool":[113],"for":[114],"monitoring":[115],"individuals":[120],"who":[121],"frequently":[122],"use":[123],"media.":[125]},"counts_by_year":[{"year":2026,"cited_by_count":37},{"year":2025,"cited_by_count":64},{"year":2024,"cited_by_count":75},{"year":2023,"cited_by_count":60},{"year":2022,"cited_by_count":46},{"year":2021,"cited_by_count":18},{"year":2020,"cited_by_count":3}],"updated_date":"2026-10-28T10:33:24.094632","created_date":"2020-07-23T00:00:00"}