{"id":"https://openalex.org/W2993211385","doi":"https://doi.org/10.1016/j.jpsychires.2019.12.006","title":"Developing algorithms to predict adult onset internalizing disorders: An ensemble learning approach","display_name":"Developing algorithms to predict adult onset internalizing disorders: An ensemble learning approach","publication_year":2019,"publication_date":"2019-12-06","ids":{"openalex":"https://openalex.org/W2993211385","doi":"https://doi.org/10.1016/j.jpsychires.2019.12.006","mag":"2993211385","pmid":"https://pubmed.ncbi.nlm.nih.gov/31864158","pmcid":"https://www.ncbi.nlm.nih.gov/pmc/articles/7027595"},"language":"en","primary_location":{"id":"doi:10.1016/j.jpsychires.2019.12.006","doi":"https://doi.org/10.1016/j.jpsychires.2019.12.006","is_oa":false,"landing_page_url":"https://doi.org/10.1016/j.jpsychires.2019.12.006","pdf_url":null,"source":{"id":"https://openalex.org/S160879026","display_name":"Journal of Psychiatric Research","issn_l":"0022-3956","issn":["0022-3956","1879-1379"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["cwts-core","dongbi-b","doyens","erih-plus","jufo-1","ki-jl-1","medline","norway-2","poland-140","russia-white-list-1","vabb-shw"],"host_organization":"https://openalex.org/P4310320990","host_organization_name":"Elsevier BV","host_organization_lineage":["https://openalex.org/P4310320990"],"host_organization_lineage_names":["Elsevier BV"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Psychiatric Research","raw_type":"journal-article"},"volume":null,"type":"article","indexed_in":["crossref","pubmed"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"http://europepmc.org/pmc/articles/PMC7027595","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5067153327","display_name":"Anthony Joseph Rosellini","orcid":"https://orcid.org/0000-0002-8385-8621","observed_orcids":["https://orcid.org/0000-0002-8385-8621"]},"institutions":[{"id":"https://openalex.org/I111088046","display_name":"Boston University","ror":"https://ror.org/05qwgg493","country_code":"US","type":"education","lineage":["https://openalex.org/I111088046"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Anthony J. Rosellini","raw_affiliation_strings":["Center for Anxiety and Related Disorders, Department of Psychological and Brain Sciences, Boston University, Boston, MA, USA. Electronic address: ajrosell@bu.edu","Center for Anxiety and Related Disorders, Department of Psychological and Brain Sciences, Boston University, Boston, MA, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Center for Anxiety and Related Disorders, Department of Psychological and Brain Sciences, Boston University, Boston, MA, USA. Electronic address: ajrosell@bu.edu","institution_ids":["https://openalex.org/I111088046"]},{"raw_affiliation_string":"Center for Anxiety and Related Disorders, Department of Psychological and Brain Sciences, Boston University, Boston, MA, USA","institution_ids":["https://openalex.org/I111088046"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Siyu Liu","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I111088046","display_name":"Boston University","ror":"https://ror.org/05qwgg493","country_code":"US","type":"education","lineage":["https://openalex.org/I111088046"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Siyu Liu","raw_affiliation_strings":["Center for Anxiety and Related Disorders, Department of Psychological and Brain Sciences, Boston University, Boston, MA, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Center for Anxiety and Related Disorders, Department of Psychological and Brain Sciences, Boston University, Boston, MA, USA","institution_ids":["https://openalex.org/I111088046"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5020227676","display_name":"Grace N. Anderson","orcid":"https://orcid.org/0000-0002-2622-1800","observed_orcids":["https://orcid.org/0000-0002-2622-1800"]},"institutions":[{"id":"https://openalex.org/I111088046","display_name":"Boston University","ror":"https://ror.org/05qwgg493","country_code":"US","type":"education","lineage":["https://openalex.org/I111088046"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Grace N. Anderson","raw_affiliation_strings":["Center for Anxiety and Related Disorders, Department of Psychological and Brain Sciences, Boston University, Boston, MA, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Center for Anxiety and Related Disorders, Department of Psychological and Brain Sciences, Boston University, Boston, MA, USA","institution_ids":["https://openalex.org/I111088046"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5052891904","display_name":"Sophia Sbi","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I111088046","display_name":"Boston University","ror":"https://ror.org/05qwgg493","country_code":"US","type":"education","lineage":["https://openalex.org/I111088046"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Sophia Sbi","raw_affiliation_strings":["Center for Anxiety and Related Disorders, Department of Psychological and Brain Sciences, Boston University, Boston, MA, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Center for Anxiety and Related Disorders, Department of Psychological and Brain Sciences, Boston University, Boston, MA, USA","institution_ids":["https://openalex.org/I111088046"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5048470858","display_name":"Esther S. Tung","orcid":"https://orcid.org/0000-0002-6474-6907","observed_orcids":["https://orcid.org/0000-0002-6474-6907"]},"institutions":[{"id":"https://openalex.org/I111088046","display_name":"Boston University","ror":"https://ror.org/05qwgg493","country_code":"US","type":"education","lineage":["https://openalex.org/I111088046"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Esther S. Tung","raw_affiliation_strings":["Center for Anxiety and Related Disorders, Department of Psychological and Brain Sciences, Boston University, Boston, MA, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Center for Anxiety and Related Disorders, Department of Psychological and Brain Sciences, Boston University, Boston, MA, USA","institution_ids":["https://openalex.org/I111088046"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5017427445","display_name":"Evdokiya E. Knyazhanskaya","orcid":"https://orcid.org/0000-0003-3031-9808","observed_orcids":["https://orcid.org/0000-0003-3031-9808"]},"institutions":[{"id":"https://openalex.org/I111088046","display_name":"Boston University","ror":"https://ror.org/05qwgg493","country_code":"US","type":"education","lineage":["https://openalex.org/I111088046"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Evdokia Knyazhanskaya","raw_affiliation_strings":["Center for Anxiety and Related Disorders, Department of Psychological and Brain Sciences, Boston University, Boston, MA, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Center for Anxiety and Related Disorders, Department of Psychological and Brain Sciences, Boston University, Boston, MA, USA","institution_ids":["https://openalex.org/I111088046"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":["https://openalex.org/A5067153327"],"corresponding_institution_ids":["https://openalex.org/I111088046"],"apc_list":{"value":3350,"currency":"USD","value_usd":3350},"apc_paid":null,"fwci":4.7092,"has_fulltext":false,"cited_by_count":30,"citation_normalized_percentile":{"value":0.94302947,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":93,"max":98},"biblio":{"volume":"121","issue":null,"first_page":"189","last_page":"196"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10272","display_name":"Mental Health Treatment and Access","score":0.20059999823570251,"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/T10272","display_name":"Mental Health Treatment and Access","score":0.20059999823570251,"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/T10854","display_name":"Bipolar Disorder and Treatment","score":0.18649999797344208,"subfield":{"id":"https://openalex.org/subfields/2738","display_name":"Psychiatry and Mental health"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},{"id":"https://openalex.org/T11396","display_name":"Artificial Intelligence in Healthcare","score":0.1793999969959259,"subfield":{"id":"https://openalex.org/subfields/3605","display_name":"Health Information Management"},"field":{"id":"https://openalex.org/fields/36","display_name":"Health Professions"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/internalizing-disorders","display_name":"internalizing disorders","score":0.9129999876022339},{"id":"https://openalex.org/keywords/risk-prediction-algorithm","display_name":"risk prediction algorithm","score":0.902999997138977},{"id":"https://openalex.org/keywords/super-learning","display_name":"super learning","score":0.7049999833106995},{"id":"https://openalex.org/keywords/ensemble-learning","display_name":"ensemble learning","score":0.8700000047683716},{"id":"https://openalex.org/keywords/depression","display_name":"depression","score":0.6990000009536743},{"id":"https://openalex.org/keywords/generalized-anxiety-disorder","display_name":"generalized anxiety disorder","score":0.8109999895095825},{"id":"https://openalex.org/keywords/panic-disorder","display_name":"panic disorder","score":0.8799999952316284},{"id":"https://openalex.org/keywords/social-anxiety-disorder","display_name":"social anxiety disorder","score":0.9679999947547913},{"id":"https://openalex.org/keywords/mania","display_name":"mania","score":0.9789999723434448},{"id":"https://openalex.org/keywords/preventive-interventions","display_name":"preventive interventions","score":0.5789999961853027}],"concepts":[{"id":"https://openalex.org/C2777529043","wikidata":"https://www.wikidata.org/wiki/Q741713","display_name":"Panic disorder","level":3,"score":0.6466005444526672},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.6414117813110352},{"id":"https://openalex.org/C2776809841","wikidata":"https://www.wikidata.org/wiki/Q185935","display_name":"Mania","level":4,"score":0.5776095986366272},{"id":"https://openalex.org/C27415008","wikidata":"https://www.wikidata.org/wiki/Q7256382","display_name":"Psychological intervention","level":2,"score":0.5422043204307556},{"id":"https://openalex.org/C558461103","wikidata":"https://www.wikidata.org/wiki/Q154430","display_name":"Anxiety","level":2,"score":0.5326048731803894},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.5222490429878235},{"id":"https://openalex.org/C123273963","wikidata":"https://www.wikidata.org/wiki/Q624758","display_name":"Psychopathology","level":2,"score":0.4764578640460968},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.4609310030937195},{"id":"https://openalex.org/C2779911313","wikidata":"https://www.wikidata.org/wiki/Q845224","display_name":"Generalized anxiety disorder","level":3,"score":0.449880450963974},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4105672538280487},{"id":"https://openalex.org/C2776174506","wikidata":"https://www.wikidata.org/wiki/Q131755","display_name":"Bipolar disorder","level":3,"score":0.3678666353225708},{"id":"https://openalex.org/C118552586","wikidata":"https://www.wikidata.org/wiki/Q7867","display_name":"Psychiatry","level":1,"score":0.36151114106178284},{"id":"https://openalex.org/C70410870","wikidata":"https://www.wikidata.org/wiki/Q199906","display_name":"Clinical psychology","level":1,"score":0.3480552136898041},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.2691117525100708},{"id":"https://openalex.org/C169900460","wikidata":"https://www.wikidata.org/wiki/Q2200417","display_name":"Cognition","level":2,"score":0.0}],"mesh":[{"descriptor_ui":"D000069550","descriptor_name":"Machine Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000072861","descriptor_name":"Phobia, Social","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":false},{"descriptor_ui":"D000328","descriptor_name":"Adult","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D001008","descriptor_name":"Anxiety Disorders","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":true},{"descriptor_ui":"D001714","descriptor_name":"Bipolar Disorder","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":true},{"descriptor_ui":"D003866","descriptor_name":"Depressive Disorder","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":true},{"descriptor_ui":"D006306","descriptor_name":"Health Surveys","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":"D008137","descriptor_name":"Longitudinal Studies","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D016584","descriptor_name":"Panic Disorder","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":false},{"descriptor_ui":"D018570","descriptor_name":"Risk Assessment","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true}],"locations_count":4,"locations":[{"id":"doi:10.1016/j.jpsychires.2019.12.006","doi":"https://doi.org/10.1016/j.jpsychires.2019.12.006","is_oa":false,"landing_page_url":"https://doi.org/10.1016/j.jpsychires.2019.12.006","pdf_url":null,"source":{"id":"https://openalex.org/S160879026","display_name":"Journal of Psychiatric Research","issn_l":"0022-3956","issn":["0022-3956","1879-1379"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["cwts-core","dongbi-b","doyens","erih-plus","jufo-1","ki-jl-1","medline","norway-2","poland-140","russia-white-list-1","vabb-shw"],"host_organization":"https://openalex.org/P4310320990","host_organization_name":"Elsevier BV","host_organization_lineage":["https://openalex.org/P4310320990"],"host_organization_lineage_names":["Elsevier BV"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Psychiatric Research","raw_type":"journal-article"},{"id":"pmid:31864158","doi":null,"is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/31864158","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":"Journal of psychiatric research","raw_type":"Journal Article"},{"id":"pmh:oai:europepmc.org:6755467","doi":null,"is_oa":true,"landing_page_url":"http://europepmc.org/pmc/articles/PMC7027595","pdf_url":null,"source":{"id":"https://openalex.org/S4306400806","display_name":"Europe PMC (PubMed Central)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I1303153112","host_organization_name":"European Bioinformatics Institute","host_organization_lineage":["https://openalex.org/I1303153112"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"acceptedVersion","is_accepted":true,"is_published":false,"raw_source_name":"","raw_type":"Text"},{"id":"pmh:oai:pubmedcentral.nih.gov:7027595","doi":null,"is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/7027595","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":null,"license_id":null,"version":"acceptedVersion","is_accepted":true,"is_published":false,"raw_source_name":"J Psychiatr Res","raw_type":"Text"}],"best_oa_location":{"id":"pmh:oai:europepmc.org:6755467","doi":null,"is_oa":true,"landing_page_url":"http://europepmc.org/pmc/articles/PMC7027595","pdf_url":null,"source":{"id":"https://openalex.org/S4306400806","display_name":"Europe PMC (PubMed Central)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I1303153112","host_organization_name":"European Bioinformatics Institute","host_organization_lineage":["https://openalex.org/I1303153112"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"acceptedVersion","is_accepted":true,"is_published":false,"raw_source_name":"","raw_type":"Text"},"sustainable_development_goals":[{"score":1.0,"id":"https://metadata.un.org/sdg/3","display_name":"Good health and well-being"}],"study_designs":[],"awards":[{"id":"https://openalex.org/G1095988699","display_name":"Developing Risk Algorithms of Internalizing Disorder Etiology and Course","funder_award_id":"K01MH106710","funder_id":"https://openalex.org/F4320337346","funder_display_name":"National Institute of Mental Health"}],"funders":[{"id":"https://openalex.org/F4320337346","display_name":"National Institute of Mental Health","ror":"https://ror.org/04xeg9z08"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":41,"referenced_works":["https://openalex.org/W979688486","https://openalex.org/W1492815834","https://openalex.org/W1525651898","https://openalex.org/W1983954953","https://openalex.org/W1999958226","https://openalex.org/W2000852562","https://openalex.org/W2010561328","https://openalex.org/W2014514791","https://openalex.org/W2015999702","https://openalex.org/W2020292986","https://openalex.org/W2041674474","https://openalex.org/W2044571730","https://openalex.org/W2046357922","https://openalex.org/W2067984600","https://openalex.org/W2075720009","https://openalex.org/W2077086070","https://openalex.org/W2095744958","https://openalex.org/W2101514363","https://openalex.org/W2105789880","https://openalex.org/W2108240300","https://openalex.org/W2110321070","https://openalex.org/W2112871310","https://openalex.org/W2116000523","https://openalex.org/W2118826874","https://openalex.org/W2125521387","https://openalex.org/W2128264965","https://openalex.org/W2147182129","https://openalex.org/W2155686640","https://openalex.org/W2160039299","https://openalex.org/W2225109326","https://openalex.org/W2405366961","https://openalex.org/W2463724525","https://openalex.org/W2582743722","https://openalex.org/W2751552421","https://openalex.org/W2751884637","https://openalex.org/W2762311171","https://openalex.org/W2767408181","https://openalex.org/W2783445774","https://openalex.org/W2887101623","https://openalex.org/W2912654919","https://openalex.org/W4399612312"],"related_works":["https://openalex.org/W7130941138","https://openalex.org/W4414974995","https://openalex.org/W7125379304","https://openalex.org/W4388523669","https://openalex.org/W4387500329","https://openalex.org/W4323031852","https://openalex.org/W4417509124","https://openalex.org/W4417441116","https://openalex.org/W2105789880","https://openalex.org/W7164831084"],"abstract_inverted_index":null,"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":4},{"year":2024,"cited_by_count":5},{"year":2023,"cited_by_count":5},{"year":2022,"cited_by_count":4},{"year":2021,"cited_by_count":6},{"year":2020,"cited_by_count":5}],"updated_date":"2026-10-31T12:09:11.096373","created_date":"2019-12-13T00:00:00"}