{"id":"https://openalex.org/W3210117437","doi":"https://doi.org/10.1016/j.psychres.2021.114261","title":"Using CatBoost algorithm to identify middle-aged and elderly depression, national health and nutrition examination survey 2011\u20132018","display_name":"Using CatBoost algorithm to identify middle-aged and elderly depression, national health and nutrition examination survey 2011\u20132018","publication_year":2021,"publication_date":"2021-11-01","ids":{"openalex":"https://openalex.org/W3210117437","doi":"https://doi.org/10.1016/j.psychres.2021.114261","mag":"3210117437","pmid":"https://pubmed.ncbi.nlm.nih.gov/34781111"},"language":"en","primary_location":{"id":"doi:10.1016/j.psychres.2021.114261","doi":"https://doi.org/10.1016/j.psychres.2021.114261","is_oa":false,"landing_page_url":"https://doi.org/10.1016/j.psychres.2021.114261","pdf_url":null,"source":{"id":"https://openalex.org/S84074229","display_name":"Psychiatry Research","issn_l":"0165-1781","issn":["0165-1781","1872-7123"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["anvur-scientific","cwts-core","dongbi-b","doyens","jufo-1","ki-jl-1","medline","norway-1","poland-100","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":"Psychiatry Research","raw_type":"journal-article"},"volume":null,"type":"article","is_traditional":true,"indexed_in":["crossref","pubmed"],"open_access":{"is_oa":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5100337322","display_name":"Chenyang Zhang","orcid":"https://orcid.org/0000-0002-8582-7538","observed_orcids":["https://orcid.org/0000-0002-8582-7538","https://orcid.org/0000-0003-1628-8638"]},"institutions":[{"id":"https://openalex.org/I194450716","display_name":"Jilin University","ror":"https://ror.org/00js3aw79","country_code":"CN","type":"education","lineage":["https://openalex.org/I194450716"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Chenyang Zhang","raw_affiliation_strings":["Department of Epidemiology and Statistics, School of Public Health, Jilin University, Changchun, Jilin 130021, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Epidemiology and Statistics, School of Public Health, Jilin University, Changchun, Jilin 130021, China","institution_ids":["https://openalex.org/I194450716"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100358421","display_name":"Xiaofei Chen","orcid":"https://orcid.org/0009-0001-3732-1428","observed_orcids":["https://orcid.org/0009-0001-3732-1428"]},"institutions":[{"id":"https://openalex.org/I194450716","display_name":"Jilin University","ror":"https://ror.org/00js3aw79","country_code":"CN","type":"education","lineage":["https://openalex.org/I194450716"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xiaofei Chen","raw_affiliation_strings":["Department of Epidemiology and Statistics, School of Public Health, Jilin University, Changchun, Jilin 130021, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Epidemiology and Statistics, School of Public Health, Jilin University, Changchun, Jilin 130021, China","institution_ids":["https://openalex.org/I194450716"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101510368","display_name":"Song Wang","orcid":"https://orcid.org/0000-0002-9647-9188","observed_orcids":["https://orcid.org/0000-0002-9647-9188"]},"institutions":[{"id":"https://openalex.org/I194450716","display_name":"Jilin University","ror":"https://ror.org/00js3aw79","country_code":"CN","type":"education","lineage":["https://openalex.org/I194450716"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Song Wang","raw_affiliation_strings":["Department of Epidemiology and Statistics, School of Public Health, Jilin University, Changchun, Jilin 130021, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Epidemiology and Statistics, School of Public Health, Jilin University, Changchun, Jilin 130021, China","institution_ids":["https://openalex.org/I194450716"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Junjun Hu","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I194450716","display_name":"Jilin University","ror":"https://ror.org/00js3aw79","country_code":"CN","type":"education","lineage":["https://openalex.org/I194450716"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Junjun Hu","raw_affiliation_strings":["Department of Epidemiology and Statistics, School of Public Health, Jilin University, Changchun, Jilin 130021, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Epidemiology and Statistics, School of Public Health, Jilin University, Changchun, Jilin 130021, China","institution_ids":["https://openalex.org/I194450716"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5109758647","display_name":"Chunpeng Wang","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I184983240","display_name":"Northeast Normal University","ror":"https://ror.org/02rkvz144","country_code":"CN","type":"education","lineage":["https://openalex.org/I184983240"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Chunpeng Wang","raw_affiliation_strings":["School of Mathematics and Statistics, Northeast Normal University, Changchun 130000, China. Electronic address: wangcp215@nenu.edu.cn","School of Mathematics and Statistics, Northeast Normal University, Changchun 130000, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Mathematics and Statistics, Northeast Normal University, Changchun 130000, China. Electronic address: wangcp215@nenu.edu.cn","institution_ids":["https://openalex.org/I184983240"]},{"raw_affiliation_string":"School of Mathematics and Statistics, Northeast Normal University, Changchun 130000, China","institution_ids":["https://openalex.org/I184983240"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100352234","display_name":"Xin Liu","orcid":"https://orcid.org/0000-0002-5121-4952","observed_orcids":["https://orcid.org/0000-0002-5121-4952"]},"institutions":[{"id":"https://openalex.org/I194450716","display_name":"Jilin University","ror":"https://ror.org/00js3aw79","country_code":"CN","type":"education","lineage":["https://openalex.org/I194450716"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Xin Liu","raw_affiliation_strings":["Department of Epidemiology and Statistics, School of Public Health, Jilin University, Changchun, Jilin 130021, China. Electronic address: liuxinjlu01@163.com","Department of Epidemiology and Statistics, School of Public Health, Jilin University, Changchun, Jilin 130021, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Epidemiology and Statistics, School of Public Health, Jilin University, Changchun, Jilin 130021, China. Electronic address: liuxinjlu01@163.com","institution_ids":["https://openalex.org/I194450716"]},{"raw_affiliation_string":"Department of Epidemiology and Statistics, School of Public Health, Jilin University, Changchun, Jilin 130021, China","institution_ids":["https://openalex.org/I194450716"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5100352234","https://openalex.org/A5101510368","https://openalex.org/A5109758647"],"corresponding_institution_ids":["https://openalex.org/I184983240","https://openalex.org/I194450716"],"apc_list":{"value":2760,"currency":"USD","value_usd":2760},"apc_paid":null,"fwci":7.335,"has_fulltext":false,"cited_by_count":78,"citation_normalized_percentile":{"value":0.97774855,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":98,"max":100},"biblio":{"volume":"306","issue":null,"first_page":"114261","last_page":"114261"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11396","display_name":"Artificial Intelligence in Healthcare","score":0.9887999892234802,"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"}},"topics":[{"id":"https://openalex.org/T11396","display_name":"Artificial Intelligence in Healthcare","score":0.9887999892234802,"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"}},{"id":"https://openalex.org/T10272","display_name":"Mental Health Treatment and Access","score":0.0071000000461936,"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/T14313","display_name":"Health and Well-being Studies","score":0.0006000000284984708,"subfield":{"id":"https://openalex.org/subfields/3203","display_name":"Clinical 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/depression","display_name":"depression","score":0.9369999766349792},{"id":"https://openalex.org/keywords/middle-aged-adults","display_name":"middle-aged adults","score":0.9610000252723694},{"id":"https://openalex.org/keywords/older-adults","display_name":"older adults","score":0.8899999856948853},{"id":"https://openalex.org/keywords/catboost","display_name":"CatBoost","score":0.9169999957084656},{"id":"https://openalex.org/keywords/depression-risk-prediction","display_name":"depression risk prediction","score":0.7459999918937683},{"id":"https://openalex.org/keywords/prevalence-of-depression","display_name":"depression prevalence","score":0.6620000004768372},{"id":"https://openalex.org/keywords/nhanes","display_name":"NHANES","score":0.8460000157356262},{"id":"https://openalex.org/keywords/alanine-aminotransferase","display_name":"alanine aminotransferase","score":0.9919999837875366},{"id":"https://openalex.org/keywords/risk-factors","display_name":"risk factors","score":0.6420000195503235},{"id":"https://openalex.org/keywords/machine-learning-comparison","display_name":"machine learning comparison","score":0.5989999771118164},{"id":"https://openalex.org/keywords/early-detection","display_name":"early detection","score":0.5860000252723694}],"concepts":[{"id":"https://openalex.org/C2779874844","wikidata":"https://www.wikidata.org/wiki/Q1967281","display_name":"National Health and Nutrition Examination Survey","level":3,"score":0.7967140078544617},{"id":"https://openalex.org/C2776867660","wikidata":"https://www.wikidata.org/wiki/Q1814941","display_name":"Depression (economics)","level":2,"score":0.6556118726730347},{"id":"https://openalex.org/C74909509","wikidata":"https://www.wikidata.org/wiki/Q10387","display_name":"Gerontology","level":1,"score":0.567464292049408},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.3745482563972473},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.3612433075904846},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.35297590494155884},{"id":"https://openalex.org/C99454951","wikidata":"https://www.wikidata.org/wiki/Q932068","display_name":"Environmental health","level":1,"score":0.21211183071136475},{"id":"https://openalex.org/C2908647359","wikidata":"https://www.wikidata.org/wiki/Q2625603","display_name":"Population","level":2,"score":0.0},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.0},{"id":"https://openalex.org/C139719470","wikidata":"https://www.wikidata.org/wiki/Q39680","display_name":"Macroeconomics","level":1,"score":0.0}],"mesh":[{"descriptor_ui":"D000069550","descriptor_name":"Machine Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000368","descriptor_name":"Aged","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D003863","descriptor_name":"Depression","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":true},{"descriptor_ui":"D003863","descriptor_name":"Depression","qualifier_ui":"Q000453","qualifier_name":"epidemiology","is_major_topic":true},{"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":"D008875","descriptor_name":"Middle Aged","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D009749","descriptor_name":"Nutrition Surveys","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D016015","descriptor_name":"Logistic Models","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D060388","descriptor_name":"Support Vector Machine","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false}],"locations_count":2,"locations":[{"id":"doi:10.1016/j.psychres.2021.114261","doi":"https://doi.org/10.1016/j.psychres.2021.114261","is_oa":false,"landing_page_url":"https://doi.org/10.1016/j.psychres.2021.114261","pdf_url":null,"source":{"id":"https://openalex.org/S84074229","display_name":"Psychiatry Research","issn_l":"0165-1781","issn":["0165-1781","1872-7123"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["anvur-scientific","cwts-core","dongbi-b","doyens","jufo-1","ki-jl-1","medline","norway-1","poland-100","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":"Psychiatry Research","raw_type":"journal-article"},{"id":"pmid:34781111","doi":null,"is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/34781111","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":"Psychiatry research","raw_type":"Journal Article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Good health and well-being","id":"https://metadata.un.org/sdg/3","score":0.9940000176429749}],"study_designs":[],"awards":[{"id":"https://openalex.org/G5690136695","display_name":null,"funder_award_id":"2017YFC0108602","funder_id":"https://openalex.org/F4320335777","funder_display_name":"National Key Research and Development Program of China"}],"funders":[{"id":"https://openalex.org/F4320335777","display_name":"National Key Research and Development Program of China","ror":null}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":36,"referenced_works":["https://openalex.org/W1927417898","https://openalex.org/W1944072923","https://openalex.org/W1971570806","https://openalex.org/W1981976602","https://openalex.org/W1990296940","https://openalex.org/W2053623234","https://openalex.org/W2057468507","https://openalex.org/W2067886717","https://openalex.org/W2068497137","https://openalex.org/W2125223451","https://openalex.org/W2132322340","https://openalex.org/W2134852637","https://openalex.org/W2139429871","https://openalex.org/W2156104108","https://openalex.org/W2162403058","https://openalex.org/W2226243673","https://openalex.org/W2270492750","https://openalex.org/W2296251870","https://openalex.org/W2415400540","https://openalex.org/W2424628474","https://openalex.org/W2569214105","https://openalex.org/W2601118533","https://openalex.org/W2616302329","https://openalex.org/W2810888515","https://openalex.org/W2895671827","https://openalex.org/W2904800847","https://openalex.org/W2913907987","https://openalex.org/W2913997948","https://openalex.org/W2915203021","https://openalex.org/W2955095010","https://openalex.org/W2982097326","https://openalex.org/W2985370392","https://openalex.org/W3046296398","https://openalex.org/W3093997868","https://openalex.org/W3094948551","https://openalex.org/W3154774218"],"related_works":["https://openalex.org/W4402083138","https://openalex.org/W4382051736","https://openalex.org/W4406642540","https://openalex.org/W4413008326","https://openalex.org/W4413972401","https://openalex.org/W4409549733","https://openalex.org/W4410339713","https://openalex.org/W4396619692","https://openalex.org/W3118182420","https://openalex.org/W7147347550"],"abstract_inverted_index":null,"counts_by_year":[{"year":2026,"cited_by_count":7},{"year":2025,"cited_by_count":21},{"year":2024,"cited_by_count":21},{"year":2023,"cited_by_count":21},{"year":2022,"cited_by_count":8}],"updated_date":"2026-11-07T11:25:07.637180","created_date":"2021-11-08T00:00:00"}
