{"id":"https://openalex.org/W4411087304","doi":"https://doi.org/10.1186/s12911-025-03043-2","title":"Predicting rapid kidney function decline in middle-aged and elderly Chinese adults using machine learning techniques","display_name":"Predicting rapid kidney function decline in middle-aged and elderly Chinese adults using machine learning techniques","publication_year":2025,"publication_date":"2025-06-06","ids":{"openalex":"https://openalex.org/W4411087304","doi":"https://doi.org/10.1186/s12911-025-03043-2","pmid":"https://pubmed.ncbi.nlm.nih.gov/40481563"},"language":"en","primary_location":{"id":"doi:10.1186/s12911-025-03043-2","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s12911-025-03043-2","pdf_url":"https://bmcmedinformdecismak.biomedcentral.com/counter/pdf/10.1186/s12911-025-03043-2","source":{"id":"https://openalex.org/S107516304","display_name":"BMC Medical Informatics and Decision Making","issn_l":"1472-6947","issn":["1472-6947"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320256","host_organization_name":"BioMed Central","host_organization_lineage":["https://openalex.org/P4310320256","https://openalex.org/P4310319965"],"host_organization_lineage_names":["BioMed Central","Springer Nature"],"type":"journal"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"BMC Medical Informatics and Decision Making","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj","pubmed"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://bmcmedinformdecismak.biomedcentral.com/counter/pdf/10.1186/s12911-025-03043-2","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5100670584","display_name":"Li Yang","orcid":"https://orcid.org/0000-0002-0458-5355"},"institutions":[{"id":"https://openalex.org/I14992734","display_name":"Hunan University of Traditional Chinese Medicine","ror":"https://ror.org/05qfq0x09","country_code":"CN","type":"education","lineage":["https://openalex.org/I14992734"]},{"id":"https://openalex.org/I16609230","display_name":"Hunan University","ror":"https://ror.org/05htk5m33","country_code":"CN","type":"education","lineage":["https://openalex.org/I16609230"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yang Li","raw_affiliation_strings":["School of Nursing, Hunan University of Chinese Medicine, No. 300, Bachelor Road, Hanpu Science and Education Park, Yuelu District, Changsha, Hunan, 410208, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Nursing, Hunan University of Chinese Medicine, No. 300, Bachelor Road, Hanpu Science and Education Park, Yuelu District, Changsha, Hunan, 410208, China","institution_ids":["https://openalex.org/I14992734","https://openalex.org/I16609230"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101570583","display_name":"Kun Zou","orcid":"https://orcid.org/0000-0001-7693-0608"},"institutions":[{"id":"https://openalex.org/I117532281","display_name":"Guangzhou University of Chinese Medicine","ror":"https://ror.org/03qb7bg95","country_code":"CN","type":"education","lineage":["https://openalex.org/I117532281"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Kun Zou","raw_affiliation_strings":["School of Medical Information Engineering, Guangzhou University of Chinese Medicine, No. 232, Outer Ring East Road, Higher Education Mega Center, Panyu District, Guangzhou, Guangdong, 510006, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Medical Information Engineering, Guangzhou University of Chinese Medicine, No. 232, Outer Ring East Road, Higher Education Mega Center, Panyu District, Guangzhou, Guangdong, 510006, China","institution_ids":["https://openalex.org/I117532281"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100408454","display_name":"Yixuan Wang","orcid":"https://orcid.org/0000-0001-6193-5369"},"institutions":[{"id":"https://openalex.org/I12411659","display_name":"Tianjin University of Traditional Chinese Medicine","ror":"https://ror.org/05dfcz246","country_code":"CN","type":"education","lineage":["https://openalex.org/I12411659"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yixuan Wang","raw_affiliation_strings":["Tianjin University of Traditional Chinese Medicine, No. 10, Boyanghu Road, Tuanbo New City West District, Jinghai District, Tianjin, 301617, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Tianjin University of Traditional Chinese Medicine, No. 10, Boyanghu Road, Tuanbo New City West District, Jinghai District, Tianjin, 301617, China","institution_ids":["https://openalex.org/I12411659"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100387035","display_name":"Yucheng Zhang","orcid":"https://orcid.org/0000-0003-2474-2474"},"institutions":[{"id":"https://openalex.org/I14992734","display_name":"Hunan University of Traditional Chinese Medicine","ror":"https://ror.org/05qfq0x09","country_code":"CN","type":"education","lineage":["https://openalex.org/I14992734"]},{"id":"https://openalex.org/I16609230","display_name":"Hunan University","ror":"https://ror.org/05htk5m33","country_code":"CN","type":"education","lineage":["https://openalex.org/I16609230"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yucheng Zhang","raw_affiliation_strings":["School of Nursing, Hunan University of Chinese Medicine, No. 300, Bachelor Road, Hanpu Science and Education Park, Yuelu District, Changsha, Hunan, 410208, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Nursing, Hunan University of Chinese Medicine, No. 300, Bachelor Road, Hanpu Science and Education Park, Yuelu District, Changsha, Hunan, 410208, China","institution_ids":["https://openalex.org/I14992734","https://openalex.org/I16609230"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101877554","display_name":"Jingtao Zhong","orcid":"https://orcid.org/0000-0003-3686-9720"},"institutions":[{"id":"https://openalex.org/I117532281","display_name":"Guangzhou University of Chinese Medicine","ror":"https://ror.org/03qb7bg95","country_code":"CN","type":"education","lineage":["https://openalex.org/I117532281"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jingtao Zhong","raw_affiliation_strings":["School of Nursing, Guangzhou University of Chinese Medicine, No. 232, Outer Ring East Road, Higher Education Mega Center, Panyu District, Guangzhou, Guangdong, 510006, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Nursing, Guangzhou University of Chinese Medicine, No. 232, Outer Ring East Road, Higher Education Mega Center, Panyu District, Guangzhou, Guangdong, 510006, China","institution_ids":["https://openalex.org/I117532281"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5049051557","display_name":"Zhou Wu","orcid":"https://orcid.org/0000-0002-8840-9630"},"institutions":[{"id":"https://openalex.org/I117532281","display_name":"Guangzhou University of Chinese Medicine","ror":"https://ror.org/03qb7bg95","country_code":"CN","type":"education","lineage":["https://openalex.org/I117532281"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Wu Zhou","raw_affiliation_strings":["School of Medical Information Engineering, Guangzhou University of Chinese Medicine, No. 232, Outer Ring East Road, Higher Education Mega Center, Panyu District, Guangzhou, Guangdong, 510006, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Medical Information Engineering, Guangzhou University of Chinese Medicine, No. 232, Outer Ring East Road, Higher Education Mega Center, Panyu District, Guangzhou, Guangdong, 510006, China","institution_ids":["https://openalex.org/I117532281"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101458772","display_name":"Fang Tang","orcid":"https://orcid.org/0000-0002-2217-0962"},"institutions":[{"id":"https://openalex.org/I117532281","display_name":"Guangzhou University of Chinese Medicine","ror":"https://ror.org/03qb7bg95","country_code":"CN","type":"education","lineage":["https://openalex.org/I117532281"]},{"id":"https://openalex.org/I4210105984","display_name":"Guangdong Provincial Hospital of Traditional Chinese Medicine","ror":"https://ror.org/01gb3y148","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210105984"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Fang Tang","raw_affiliation_strings":["The Second Affiliated Hospital of Guangzhou, University of Chinese Medicine (Guangdong Provincial Hospital of Traditional Chinese Medicine), Guangzhou, Guangdong, 510006, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"The Second Affiliated Hospital of Guangzhou, University of Chinese Medicine (Guangdong Provincial Hospital of Traditional Chinese Medicine), Guangzhou, Guangdong, 510006, China","institution_ids":["https://openalex.org/I4210105984","https://openalex.org/I117532281"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5068325318","display_name":"Peng L\u00fc","orcid":"https://orcid.org/0000-0002-3626-0205"},"institutions":[{"id":"https://openalex.org/I117532281","display_name":"Guangzhou University of Chinese Medicine","ror":"https://ror.org/03qb7bg95","country_code":"CN","type":"education","lineage":["https://openalex.org/I117532281"]},{"id":"https://openalex.org/I4210105984","display_name":"Guangdong Provincial Hospital of Traditional Chinese Medicine","ror":"https://ror.org/01gb3y148","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210105984"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Lu Peng","raw_affiliation_strings":["The Second Affiliated Hospital of Guangzhou, University of Chinese Medicine (Guangdong Provincial Hospital of Traditional Chinese Medicine), Guangzhou, Guangdong, 510006, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"The Second Affiliated Hospital of Guangzhou, University of Chinese Medicine (Guangdong Provincial Hospital of Traditional Chinese Medicine), Guangzhou, Guangdong, 510006, China","institution_ids":["https://openalex.org/I4210105984","https://openalex.org/I117532281"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100709599","display_name":"Xusheng Liu","orcid":"https://orcid.org/0000-0002-0931-4925"},"institutions":[{"id":"https://openalex.org/I117532281","display_name":"Guangzhou University of Chinese Medicine","ror":"https://ror.org/03qb7bg95","country_code":"CN","type":"education","lineage":["https://openalex.org/I117532281"]},{"id":"https://openalex.org/I4210105984","display_name":"Guangdong Provincial Hospital of Traditional Chinese Medicine","ror":"https://ror.org/01gb3y148","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210105984"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xusheng Liu","raw_affiliation_strings":["The Second Affiliated Hospital of Guangzhou, University of Chinese Medicine (Guangdong Provincial Hospital of Traditional Chinese Medicine), Guangzhou, Guangdong, 510006, China. liuxusheng@gzucm.edu.cn"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"The Second Affiliated Hospital of Guangzhou, University of Chinese Medicine (Guangdong Provincial Hospital of Traditional Chinese Medicine), Guangzhou, Guangdong, 510006, China. liuxusheng@gzucm.edu.cn","institution_ids":["https://openalex.org/I4210105984","https://openalex.org/I117532281"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100594644","display_name":"Lili Deng","orcid":null},"institutions":[{"id":"https://openalex.org/I117532281","display_name":"Guangzhou University of Chinese Medicine","ror":"https://ror.org/03qb7bg95","country_code":"CN","type":"education","lineage":["https://openalex.org/I117532281"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Lili Deng","raw_affiliation_strings":["School of Nursing, Guangzhou University of Chinese Medicine, No. 232, Outer Ring East Road, Higher Education Mega Center, Panyu District, Guangzhou, Guangdong, 510006, China. denglili@gzucm.edu.cn"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Nursing, Guangzhou University of Chinese Medicine, No. 232, Outer Ring East Road, Higher Education Mega Center, Panyu District, Guangzhou, Guangdong, 510006, China. denglili@gzucm.edu.cn","institution_ids":["https://openalex.org/I117532281"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":{"value":1570,"currency":"GBP","value_usd":1925},"apc_paid":{"value":1570,"currency":"GBP","value_usd":1925},"fwci":1.55,"has_fulltext":true,"cited_by_count":2,"citation_normalized_percentile":{"value":0.81974038,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":97,"max":98},"biblio":{"volume":"25","issue":"1","first_page":"210","last_page":"210"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10408","display_name":"Chronic Kidney Disease and Diabetes","score":0.9671000242233276,"subfield":{"id":"https://openalex.org/subfields/2727","display_name":"Nephrology"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},"topics":[{"id":"https://openalex.org/T10408","display_name":"Chronic Kidney Disease and Diabetes","score":0.9671000242233276,"subfield":{"id":"https://openalex.org/subfields/2727","display_name":"Nephrology"},"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":0.9603000283241272,"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/T10144","display_name":"Blood Pressure and Hypertension Studies","score":0.941100001335144,"subfield":{"id":"https://openalex.org/subfields/2705","display_name":"Cardiology and Cardiovascular Medicine"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/health-informatics","display_name":"Health informatics","score":0.7167542576789856},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.5090212821960449},{"id":"https://openalex.org/keywords/gerontology","display_name":"Gerontology","score":0.42029818892478943},{"id":"https://openalex.org/keywords/function","display_name":"Function (biology)","score":0.4169681966304779},{"id":"https://openalex.org/keywords/renal-function","display_name":"Renal function","score":0.4165787696838379},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.3598616123199463},{"id":"https://openalex.org/keywords/public-health","display_name":"Public health","score":0.1849273145198822},{"id":"https://openalex.org/keywords/internal-medicine","display_name":"Internal medicine","score":0.13965755701065063},{"id":"https://openalex.org/keywords/nursing","display_name":"Nursing","score":0.13942784070968628}],"concepts":[{"id":"https://openalex.org/C145642194","wikidata":"https://www.wikidata.org/wiki/Q870895","display_name":"Health informatics","level":3,"score":0.7167542576789856},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.5090212821960449},{"id":"https://openalex.org/C74909509","wikidata":"https://www.wikidata.org/wiki/Q10387","display_name":"Gerontology","level":1,"score":0.42029818892478943},{"id":"https://openalex.org/C14036430","wikidata":"https://www.wikidata.org/wiki/Q3736076","display_name":"Function (biology)","level":2,"score":0.4169681966304779},{"id":"https://openalex.org/C159641895","wikidata":"https://www.wikidata.org/wiki/Q108377937","display_name":"Renal function","level":2,"score":0.4165787696838379},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.3598616123199463},{"id":"https://openalex.org/C138816342","wikidata":"https://www.wikidata.org/wiki/Q189603","display_name":"Public health","level":2,"score":0.1849273145198822},{"id":"https://openalex.org/C126322002","wikidata":"https://www.wikidata.org/wiki/Q11180","display_name":"Internal medicine","level":1,"score":0.13965755701065063},{"id":"https://openalex.org/C159110408","wikidata":"https://www.wikidata.org/wiki/Q121176","display_name":"Nursing","level":1,"score":0.13942784070968628},{"id":"https://openalex.org/C78458016","wikidata":"https://www.wikidata.org/wiki/Q840400","display_name":"Evolutionary biology","level":1,"score":0.0},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0}],"mesh":[{"descriptor_ui":"D000069550","descriptor_name":"Machine Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000069550","descriptor_name":"Machine Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000069550","descriptor_name":"Machine Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"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":"D000368","descriptor_name":"Aged","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000368","descriptor_name":"Aged","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000368","descriptor_name":"Aged","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D002681","descriptor_name":"China","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D002681","descriptor_name":"China","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D002681","descriptor_name":"China","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D002681","descriptor_name":"China","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":"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":"D005919","descriptor_name":"Glomerular Filtration Rate","qualifier_ui":"Q000502","qualifier_name":"physiology","is_major_topic":false},{"descriptor_ui":"D005919","descriptor_name":"Glomerular Filtration Rate","qualifier_ui":"Q000502","qualifier_name":"physiology","is_major_topic":false},{"descriptor_ui":"D005919","descriptor_name":"Glomerular Filtration Rate","qualifier_ui":"Q000502","qualifier_name":"physiology","is_major_topic":false},{"descriptor_ui":"D005919","descriptor_name":"Glomerular Filtration Rate","qualifier_ui":"Q000502","qualifier_name":"physiology","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":"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":"D008137","descriptor_name":"Longitudinal Studies","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":"D008137","descriptor_name":"Longitudinal Studies","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":"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":"D008875","descriptor_name":"Middle Aged","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":"D008875","descriptor_name":"Middle Aged","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D018570","descriptor_name":"Risk Assessment","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D018570","descriptor_name":"Risk Assessment","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D018570","descriptor_name":"Risk Assessment","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D018570","descriptor_name":"Risk Assessment","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false}],"locations_count":4,"locations":[{"id":"doi:10.1186/s12911-025-03043-2","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s12911-025-03043-2","pdf_url":"https://bmcmedinformdecismak.biomedcentral.com/counter/pdf/10.1186/s12911-025-03043-2","source":{"id":"https://openalex.org/S107516304","display_name":"BMC Medical Informatics and Decision Making","issn_l":"1472-6947","issn":["1472-6947"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320256","host_organization_name":"BioMed Central","host_organization_lineage":["https://openalex.org/P4310320256","https://openalex.org/P4310319965"],"host_organization_lineage_names":["BioMed Central","Springer Nature"],"type":"journal"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"BMC Medical Informatics and Decision Making","raw_type":"journal-article"},{"id":"pmid:40481563","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/40481563","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,"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":"BMC medical informatics and decision making","raw_type":null},{"id":"pmh:oai:doaj.org/article:79482a61f8f7436ba3e91b39e5b7367f","is_oa":true,"landing_page_url":"https://doaj.org/article/79482a61f8f7436ba3e91b39e5b7367f","pdf_url":null,"source":{"id":"https://openalex.org/S4306401280","display_name":"DOAJ (DOAJ: Directory of Open Access Journals)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"BMC Medical Informatics and Decision Making, Vol 25, Iss 1, Pp 1-14 (2025)","raw_type":"article"},{"id":"pmh:oai:pubmedcentral.nih.gov:12144772","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/12144772","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,"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":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"BMC Med Inform Decis Mak","raw_type":"Text"}],"best_oa_location":{"id":"doi:10.1186/s12911-025-03043-2","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s12911-025-03043-2","pdf_url":"https://bmcmedinformdecismak.biomedcentral.com/counter/pdf/10.1186/s12911-025-03043-2","source":{"id":"https://openalex.org/S107516304","display_name":"BMC Medical Informatics and Decision Making","issn_l":"1472-6947","issn":["1472-6947"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320256","host_organization_name":"BioMed Central","host_organization_lineage":["https://openalex.org/P4310320256","https://openalex.org/P4310319965"],"host_organization_lineage_names":["BioMed Central","Springer Nature"],"type":"journal"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"BMC Medical Informatics and Decision Making","raw_type":"journal-article"},"sustainable_development_goals":[{"score":0.5699999928474426,"display_name":"Quality Education","id":"https://metadata.un.org/sdg/4"}],"awards":[],"funders":[],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4411087304.pdf","grobid_xml":"https://content.openalex.org/works/W4411087304.grobid-xml"},"referenced_works_count":50,"referenced_works":["https://openalex.org/W1186937996","https://openalex.org/W1981055539","https://openalex.org/W2110803770","https://openalex.org/W2113544937","https://openalex.org/W2145732657","https://openalex.org/W2275737843","https://openalex.org/W2593341226","https://openalex.org/W2921208548","https://openalex.org/W2941013735","https://openalex.org/W2941964694","https://openalex.org/W2943104371","https://openalex.org/W2949022129","https://openalex.org/W2965157629","https://openalex.org/W2980503342","https://openalex.org/W3012311781","https://openalex.org/W3049537026","https://openalex.org/W3084378266","https://openalex.org/W3092326142","https://openalex.org/W3109379736","https://openalex.org/W3126006058","https://openalex.org/W3127041617","https://openalex.org/W3137850128","https://openalex.org/W3158718778","https://openalex.org/W3165852727","https://openalex.org/W3191280566","https://openalex.org/W3201677046","https://openalex.org/W3213461841","https://openalex.org/W4205283948","https://openalex.org/W4205661592","https://openalex.org/W4206059960","https://openalex.org/W4212995574","https://openalex.org/W4221106803","https://openalex.org/W4225654606","https://openalex.org/W4280556240","https://openalex.org/W4280562667","https://openalex.org/W4280580328","https://openalex.org/W4280619993","https://openalex.org/W4291003294","https://openalex.org/W4303961648","https://openalex.org/W4304143978","https://openalex.org/W4306871287","https://openalex.org/W4307930659","https://openalex.org/W4311180575","https://openalex.org/W4385611343","https://openalex.org/W4387335805","https://openalex.org/W4392095771","https://openalex.org/W4393069598","https://openalex.org/W4400301781","https://openalex.org/W4403566183","https://openalex.org/W4403893654"],"related_works":["https://openalex.org/W2899084033","https://openalex.org/W2748952813","https://openalex.org/W3031052312","https://openalex.org/W4389568370","https://openalex.org/W3032375762","https://openalex.org/W1995515455","https://openalex.org/W2080531066","https://openalex.org/W3108674512","https://openalex.org/W1506200166","https://openalex.org/W1489783725"],"abstract_inverted_index":{"The":[0,29,98],"rapid":[1,177,192],"decline":[2],"of":[3,80,95,121,136],"kidney":[4,178,193],"function":[5,179,194],"in":[6,125,140,204],"middle-aged":[7,200],"and":[8,38,43,56,68,113,123,128,138,160,176,201],"elderly":[9,202],"people":[10],"has":[11,23],"become":[12],"an":[13],"increasingly":[14],"serious":[15],"public":[16],"health":[17],"problem.":[18],"Machine":[19],"learning":[20],"(ML)":[21],"technology":[22],"substantial":[24],"potential":[25],"to":[26,49,63,74,91,199],"disease":[27],"prediction.":[28],"present":[30],"study":[31,85,185],"use":[32],"dataset":[33],"from":[34],"the":[35,65,76,81,84,93,96,102,111,126,170],"Chinese":[36],"Health":[37],"Retirement":[39],"Longitudinal":[40],"Study":[41],"(CHARLS)":[42],"utilizes":[44],"advanced":[45],"Gradient":[46,103],"Boosting":[47,104],"algorithms":[48],"develop":[50],"predictive":[51,78],"models.":[52],"Least":[53],"Absolute":[54],"Shrinkage":[55],"Selection":[57],"Operator":[58],"(LASSO)":[59],"regression":[60,71,145,167],"was":[61,72],"used":[62],"identify":[64],"key":[66,147],"predictors,":[67],"multivariate":[69],"logistic":[70],"utilized":[73],"validate":[75],"independent":[77,171],"power":[79],"variables.":[82],"Furthermore,":[83],"integrated":[86],"SHapley":[87],"Additive":[88],"exPlanations":[89],"(SHAP)":[90],"boost":[92],"interpretability":[94],"model.":[97],"findings":[99],"show":[100],"that":[101,196],"Model":[105],"demonstrated":[106],"robust":[107],"performance":[108],"across":[109],"both":[110],"training":[112,127],"test":[114,129],"datasets.":[115,143],"Specifically,":[116],"it":[117],"attained":[118],"AUC":[119],"values":[120],"0.8":[122],"0.765":[124],"sets,":[130],"respectively,":[131],"while":[132],"achieving":[133],"accuracy":[134],"scores":[135],"0.736":[137],"0.728":[139],"these":[141,174],"two":[142],"LASSO":[144],"identified":[146],"influencing":[148],"factors,":[149],"including":[150],"estimated":[151],"glomerular":[152],"filtration":[153],"rate":[154],"(eGFR),":[155],"age,":[156],"hemoglobin":[157],"(Hb),":[158],"glucose,":[159],"systolic":[161],"blood":[162],"pressure":[163],"(SBP).":[164],"Multivariate":[165],"linear":[166],"further":[168],"confirmed":[169],"associations":[172],"between":[173],"variables":[175],"deterioration":[180,195],"(P":[181],"<":[182],"0.05).":[183],"This":[184],"developed":[186],"a":[187],"risk":[188],"assessment":[189],"model":[190],"for":[191],"is":[197],"applicable":[198],"populations":[203],"China.":[205]},"counts_by_year":[{"year":2026,"cited_by_count":2}],"updated_date":"2026-01-13T01:12:25.745995","created_date":"2025-10-10T00:00:00"}
