{"id":"https://openalex.org/W4412724886","doi":"https://doi.org/10.1186/s12911-025-03123-3","title":"Identification of age-specific risk factors for hyperuricemia: a machine learning-driven stratified analysis in health examination cohorts","display_name":"Identification of age-specific risk factors for hyperuricemia: a machine learning-driven stratified analysis in health examination cohorts","publication_year":2025,"publication_date":"2025-07-28","ids":{"openalex":"https://openalex.org/W4412724886","doi":"https://doi.org/10.1186/s12911-025-03123-3","pmid":"https://pubmed.ncbi.nlm.nih.gov/40721758"},"language":"en","primary_location":{"id":"doi:10.1186/s12911-025-03123-3","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s12911-025-03123-3","pdf_url":null,"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://doi.org/10.1186/s12911-025-03123-3","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":null,"display_name":"ChuXia Tan","orcid":null},"institutions":[{"id":"https://openalex.org/I139660479","display_name":"Central South University","ror":"https://ror.org/00f1zfq44","country_code":"CN","type":"education","lineage":["https://openalex.org/I139660479"]},{"id":"https://openalex.org/I4210156904","display_name":"Third Xiangya Hospital","ror":"https://ror.org/05akvb491","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210156904"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"ChuXia Tan","raw_affiliation_strings":["Health Management Medicine Center, The Third Xiangya Hospital, Central South University, Changsha, Hunan, China","Nursing Department, The Third Xiangya Hospital, Central South University, 138 Tongzi Po Road, Changsha, Hunan, 410013, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Health Management Medicine Center, The Third Xiangya Hospital, Central South University, Changsha, Hunan, China","institution_ids":["https://openalex.org/I4210156904","https://openalex.org/I139660479"]},{"raw_affiliation_string":"Nursing Department, The Third Xiangya Hospital, Central South University, 138 Tongzi Po Road, Changsha, Hunan, 410013, China","institution_ids":["https://openalex.org/I4210156904","https://openalex.org/I139660479"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5069339294","display_name":"Yuan Liu","orcid":"https://orcid.org/0000-0002-2578-0707"},"institutions":[{"id":"https://openalex.org/I139660479","display_name":"Central South University","ror":"https://ror.org/00f1zfq44","country_code":"CN","type":"education","lineage":["https://openalex.org/I139660479"]},{"id":"https://openalex.org/I4210153856","display_name":"Second Xiangya Hospital of Central South University","ror":"https://ror.org/053v2gh09","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210153856"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yuan Liu","raw_affiliation_strings":["Department of Anesthesiology, The Second Xiangya Hospital of Central South University, Changsha, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Anesthesiology, The Second Xiangya Hospital of Central South University, Changsha, China","institution_ids":["https://openalex.org/I4210153856","https://openalex.org/I139660479"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100376786","display_name":"Lijun Li","orcid":"https://orcid.org/0000-0002-2755-4068"},"institutions":[{"id":"https://openalex.org/I56590836","display_name":"Monash University","ror":"https://ror.org/02bfwt286","country_code":"AU","type":"education","lineage":["https://openalex.org/I56590836"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Lijun Li","raw_affiliation_strings":["School of Psychological Sciences, Monash University, Melbourne, 3800, Australia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Psychological Sciences, Monash University, Melbourne, 3800, Australia","institution_ids":["https://openalex.org/I56590836"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100414463","display_name":"Ying Li","orcid":"https://orcid.org/0000-0003-4012-6954"},"institutions":[{"id":"https://openalex.org/I139660479","display_name":"Central South University","ror":"https://ror.org/00f1zfq44","country_code":"CN","type":"education","lineage":["https://openalex.org/I139660479"]},{"id":"https://openalex.org/I4210156904","display_name":"Third Xiangya Hospital","ror":"https://ror.org/05akvb491","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210156904"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Ying Li","raw_affiliation_strings":["Health Management Medicine Center, The Third Xiangya Hospital, Central South University, Changsha, Hunan, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Health Management Medicine Center, The Third Xiangya Hospital, Central South University, Changsha, Hunan, China","institution_ids":["https://openalex.org/I4210156904","https://openalex.org/I139660479"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5002582123","display_name":"Pingting Yang","orcid":"https://orcid.org/0000-0002-2800-7947"},"institutions":[{"id":"https://openalex.org/I139660479","display_name":"Central South University","ror":"https://ror.org/00f1zfq44","country_code":"CN","type":"education","lineage":["https://openalex.org/I139660479"]},{"id":"https://openalex.org/I4210156904","display_name":"Third Xiangya Hospital","ror":"https://ror.org/05akvb491","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210156904"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Pingting Yang","raw_affiliation_strings":["Health Management Medicine Center, The Third Xiangya Hospital, Central South University, Changsha, Hunan, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Health Management Medicine Center, The Third Xiangya Hospital, Central South University, Changsha, Hunan, China","institution_ids":["https://openalex.org/I4210156904","https://openalex.org/I139660479"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5067812368","display_name":"Yinglong Duan","orcid":"https://orcid.org/0000-0001-7126-2479"},"institutions":[{"id":"https://openalex.org/I139660479","display_name":"Central South University","ror":"https://ror.org/00f1zfq44","country_code":"CN","type":"education","lineage":["https://openalex.org/I139660479"]},{"id":"https://openalex.org/I4210156904","display_name":"Third Xiangya Hospital","ror":"https://ror.org/05akvb491","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210156904"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yinglong Duan","raw_affiliation_strings":["Nursing Department, The Third Xiangya Hospital, Central South University, 138 Tongzi Po Road, Changsha, Hunan, 410013, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Nursing Department, The Third Xiangya Hospital, Central South University, 138 Tongzi Po Road, Changsha, Hunan, 410013, China","institution_ids":["https://openalex.org/I4210156904","https://openalex.org/I139660479"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5115695186","display_name":"Xingxing Wang","orcid":"https://orcid.org/0000-0002-9281-2043"},"institutions":[{"id":"https://openalex.org/I139660479","display_name":"Central South University","ror":"https://ror.org/00f1zfq44","country_code":"CN","type":"education","lineage":["https://openalex.org/I139660479"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xingxing Wang","raw_affiliation_strings":["Xiangya Nursing School of Central South University, Changsha, 410013, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Xiangya Nursing School of Central South University, Changsha, 410013, China","institution_ids":["https://openalex.org/I139660479"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5024874957","display_name":"Huiyi Zhang","orcid":"https://orcid.org/0000-0001-7168-0478"},"institutions":[{"id":"https://openalex.org/I139660479","display_name":"Central South University","ror":"https://ror.org/00f1zfq44","country_code":"CN","type":"education","lineage":["https://openalex.org/I139660479"]},{"id":"https://openalex.org/I4210156904","display_name":"Third Xiangya Hospital","ror":"https://ror.org/05akvb491","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210156904"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Huiyi Zhang","raw_affiliation_strings":["Nursing Department, The Third Xiangya Hospital, Central South University, 138 Tongzi Po Road, Changsha, Hunan, 410013, China. hlzhang_xy3yy@163.com","Xiangya Nursing School of Central South University, Changsha, 410013, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Nursing Department, The Third Xiangya Hospital, Central South University, 138 Tongzi Po Road, Changsha, Hunan, 410013, China. hlzhang_xy3yy@163.com","institution_ids":["https://openalex.org/I4210156904","https://openalex.org/I139660479"]},{"raw_affiliation_string":"Xiangya Nursing School of Central South University, Changsha, 410013, China","institution_ids":["https://openalex.org/I139660479"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100762037","display_name":"Jingying Wang","orcid":"https://orcid.org/0000-0002-9766-2769"},"institutions":[{"id":"https://openalex.org/I139660479","display_name":"Central South University","ror":"https://ror.org/00f1zfq44","country_code":"CN","type":"education","lineage":["https://openalex.org/I139660479"]},{"id":"https://openalex.org/I4210156904","display_name":"Third Xiangya Hospital","ror":"https://ror.org/05akvb491","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210156904"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Huiyi Zhang","raw_affiliation_strings":["Nursing Department, The Third Xiangya Hospital, Central South University, 138 Tongzi Po Road, Changsha, Hunan, 410013, China. hlzhang_xy3yy@163.com","Xiangya Nursing School of Central South University, Changsha, 410013, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Nursing Department, The Third Xiangya Hospital, Central South University, 138 Tongzi Po Road, Changsha, Hunan, 410013, China. hlzhang_xy3yy@163.com","institution_ids":["https://openalex.org/I4210156904","https://openalex.org/I139660479"]},{"raw_affiliation_string":"Xiangya Nursing School of Central South University, Changsha, 410013, China","institution_ids":["https://openalex.org/I139660479"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101795067","display_name":"Honglian Zhang","orcid":"https://orcid.org/0000-0002-9812-4292"},"institutions":[{"id":"https://openalex.org/I139660479","display_name":"Central South University","ror":"https://ror.org/00f1zfq44","country_code":"CN","type":"education","lineage":["https://openalex.org/I139660479"]},{"id":"https://openalex.org/I4210156904","display_name":"Third Xiangya Hospital","ror":"https://ror.org/05akvb491","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210156904"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jingying Wang","raw_affiliation_strings":["Xiangya Nursing School of Central South University, Changsha, 410013, China","Nursing Department, The Third Xiangya Hospital, Central South University, 138 Tongzi Po Road, Changsha, Hunan, 410013, China. hlzhang_xy3yy@163.com"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Xiangya Nursing School of Central South University, Changsha, 410013, China","institution_ids":["https://openalex.org/I139660479"]},{"raw_affiliation_string":"Nursing Department, The Third Xiangya Hospital, Central South University, 138 Tongzi Po Road, Changsha, Hunan, 410013, China. hlzhang_xy3yy@163.com","institution_ids":["https://openalex.org/I4210156904","https://openalex.org/I139660479"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101795067","display_name":"Honglian Zhang","orcid":"https://orcid.org/0000-0002-9812-4292"},"institutions":[{"id":"https://openalex.org/I139660479","display_name":"Central South University","ror":"https://ror.org/00f1zfq44","country_code":"CN","type":"education","lineage":["https://openalex.org/I139660479"]},{"id":"https://openalex.org/I4210156904","display_name":"Third Xiangya Hospital","ror":"https://ror.org/05akvb491","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210156904"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Honglian Zhang","raw_affiliation_strings":["Nursing Department, The Third Xiangya Hospital, Central South University, 138 Tongzi Po Road, Changsha, Hunan, 410013, China. hlzhang_xy3yy@163.com","Xiangya Nursing School of Central South University, Changsha, 410013, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Nursing Department, The Third Xiangya Hospital, Central South University, 138 Tongzi Po Road, Changsha, Hunan, 410013, China. hlzhang_xy3yy@163.com","institution_ids":["https://openalex.org/I4210156904","https://openalex.org/I139660479"]},{"raw_affiliation_string":"Xiangya Nursing School of Central South University, Changsha, 410013, China","institution_ids":["https://openalex.org/I139660479"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5101795067","display_name":"Honglian Zhang","orcid":"https://orcid.org/0000-0002-9812-4292"},"institutions":[{"id":"https://openalex.org/I139660479","display_name":"Central South University","ror":"https://ror.org/00f1zfq44","country_code":"CN","type":"education","lineage":["https://openalex.org/I139660479"]},{"id":"https://openalex.org/I4210156904","display_name":"Third Xiangya Hospital","ror":"https://ror.org/05akvb491","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210156904"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Honglian Zhang","raw_affiliation_strings":["Nursing Department, The Third Xiangya Hospital, Central South University, 138 Tongzi Po Road, Changsha, Hunan, 410013, China. hlzhang_xy3yy@163.com","Xiangya Nursing School of Central South University, Changsha, 410013, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Nursing Department, The Third Xiangya Hospital, Central South University, 138 Tongzi Po Road, Changsha, Hunan, 410013, China. hlzhang_xy3yy@163.com","institution_ids":["https://openalex.org/I4210156904","https://openalex.org/I139660479"]},{"raw_affiliation_string":"Xiangya Nursing School of Central South University, Changsha, 410013, China","institution_ids":["https://openalex.org/I139660479"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5100762037","https://openalex.org/A5101795067"],"corresponding_institution_ids":["https://openalex.org/I139660479","https://openalex.org/I4210156904"],"apc_list":{"value":1570,"currency":"GBP","value_usd":1925},"apc_paid":{"value":1570,"currency":"GBP","value_usd":1925},"fwci":2.1907,"has_fulltext":false,"cited_by_count":3,"citation_normalized_percentile":{"value":0.88026465,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":91,"max":98},"biblio":{"volume":"25","issue":"1","first_page":"280","last_page":"280"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11139","display_name":"Gout, Hyperuricemia, Uric Acid","score":0.996399998664856,"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/T11139","display_name":"Gout, Hyperuricemia, Uric Acid","score":0.996399998664856,"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/T12075","display_name":"Sodium Intake and Health","score":0.00039999998989515007,"subfield":{"id":"https://openalex.org/subfields/2916","display_name":"Nutrition and Dietetics"},"field":{"id":"https://openalex.org/fields/29","display_name":"Nursing"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},{"id":"https://openalex.org/T12964","display_name":"Diet, Metabolism, and Disease","score":0.0003000000142492354,"subfield":{"id":"https://openalex.org/subfields/2712","display_name":"Endocrinology, Diabetes and Metabolism"},"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/medicine","display_name":"Medicine","score":0.694634735584259},{"id":"https://openalex.org/keywords/logistic-regression","display_name":"Logistic regression","score":0.6427907943725586},{"id":"https://openalex.org/keywords/demography","display_name":"Demography","score":0.5212093591690063},{"id":"https://openalex.org/keywords/hyperuricemia","display_name":"Hyperuricemia","score":0.5007641315460205},{"id":"https://openalex.org/keywords/risk-factor","display_name":"Risk factor","score":0.4607059061527252},{"id":"https://openalex.org/keywords/public-health","display_name":"Public health","score":0.4382646083831787},{"id":"https://openalex.org/keywords/internal-medicine","display_name":"Internal medicine","score":0.33853036165237427},{"id":"https://openalex.org/keywords/gerontology","display_name":"Gerontology","score":0.33234703540802},{"id":"https://openalex.org/keywords/uric-acid","display_name":"Uric acid","score":0.24092978239059448},{"id":"https://openalex.org/keywords/pathology","display_name":"Pathology","score":0.09287118911743164}],"concepts":[{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.694634735584259},{"id":"https://openalex.org/C151956035","wikidata":"https://www.wikidata.org/wiki/Q1132755","display_name":"Logistic regression","level":2,"score":0.6427907943725586},{"id":"https://openalex.org/C149923435","wikidata":"https://www.wikidata.org/wiki/Q37732","display_name":"Demography","level":1,"score":0.5212093591690063},{"id":"https://openalex.org/C2779721657","wikidata":"https://www.wikidata.org/wiki/Q49970","display_name":"Hyperuricemia","level":3,"score":0.5007641315460205},{"id":"https://openalex.org/C50440223","wikidata":"https://www.wikidata.org/wiki/Q1475848","display_name":"Risk factor","level":2,"score":0.4607059061527252},{"id":"https://openalex.org/C138816342","wikidata":"https://www.wikidata.org/wiki/Q189603","display_name":"Public health","level":2,"score":0.4382646083831787},{"id":"https://openalex.org/C126322002","wikidata":"https://www.wikidata.org/wiki/Q11180","display_name":"Internal medicine","level":1,"score":0.33853036165237427},{"id":"https://openalex.org/C74909509","wikidata":"https://www.wikidata.org/wiki/Q10387","display_name":"Gerontology","level":1,"score":0.33234703540802},{"id":"https://openalex.org/C2779881121","wikidata":"https://www.wikidata.org/wiki/Q105522","display_name":"Uric acid","level":2,"score":0.24092978239059448},{"id":"https://openalex.org/C142724271","wikidata":"https://www.wikidata.org/wiki/Q7208","display_name":"Pathology","level":1,"score":0.09287118911743164},{"id":"https://openalex.org/C144024400","wikidata":"https://www.wikidata.org/wiki/Q21201","display_name":"Sociology","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":"D000293","descriptor_name":"Adolescent","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000293","descriptor_name":"Adolescent","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000293","descriptor_name":"Adolescent","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":"D000328","descriptor_name":"Adult","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000367","descriptor_name":"Age Factors","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000367","descriptor_name":"Age Factors","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000367","descriptor_name":"Age Factors","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D002681","descriptor_name":"China","qualifier_ui":"Q000453","qualifier_name":"epidemiology","is_major_topic":false},{"descriptor_ui":"D002681","descriptor_name":"China","qualifier_ui":"Q000453","qualifier_name":"epidemiology","is_major_topic":false},{"descriptor_ui":"D002681","descriptor_name":"China","qualifier_ui":"Q000453","qualifier_name":"epidemiology","is_major_topic":false},{"descriptor_ui":"D003430","descriptor_name":"Cross-Sectional Studies","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D003430","descriptor_name":"Cross-Sectional Studies","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D003430","descriptor_name":"Cross-Sectional Studies","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":"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":"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":"D012307","descriptor_name":"Risk Factors","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D012307","descriptor_name":"Risk Factors","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D012307","descriptor_name":"Risk Factors","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":"D033461","descriptor_name":"Hyperuricemia","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":true},{"descriptor_ui":"D033461","descriptor_name":"Hyperuricemia","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":true},{"descriptor_ui":"D033461","descriptor_name":"Hyperuricemia","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":true},{"descriptor_ui":"D033461","descriptor_name":"Hyperuricemia","qualifier_ui":"Q000453","qualifier_name":"epidemiology","is_major_topic":true},{"descriptor_ui":"D033461","descriptor_name":"Hyperuricemia","qualifier_ui":"Q000453","qualifier_name":"epidemiology","is_major_topic":true},{"descriptor_ui":"D033461","descriptor_name":"Hyperuricemia","qualifier_ui":"Q000453","qualifier_name":"epidemiology","is_major_topic":true},{"descriptor_ui":"D055815","descriptor_name":"Young Adult","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D055815","descriptor_name":"Young Adult","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D055815","descriptor_name":"Young Adult","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false}],"locations_count":4,"locations":[{"id":"doi:10.1186/s12911-025-03123-3","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s12911-025-03123-3","pdf_url":null,"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:40721758","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/40721758","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:62d01673c70c408d8cd7288f5a9ec658","is_oa":true,"landing_page_url":"https://doaj.org/article/62d01673c70c408d8cd7288f5a9ec658","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 1-12 (2025)","raw_type":"article"},{"id":"pmh:oai:pubmedcentral.nih.gov:12306015","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/12306015","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/s12911-025-03123-3","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s12911-025-03123-3","pdf_url":null,"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":0.8700000047683716,"display_name":"Good health and well-being","id":"https://metadata.un.org/sdg/3"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":41,"referenced_works":["https://openalex.org/W1995746242","https://openalex.org/W2171129594","https://openalex.org/W2605885775","https://openalex.org/W2789006309","https://openalex.org/W2803184214","https://openalex.org/W2899238302","https://openalex.org/W2899846335","https://openalex.org/W2900034165","https://openalex.org/W2910951675","https://openalex.org/W2974432944","https://openalex.org/W2994704836","https://openalex.org/W3002110742","https://openalex.org/W3034280373","https://openalex.org/W3081364382","https://openalex.org/W3091963393","https://openalex.org/W3101025919","https://openalex.org/W3121851221","https://openalex.org/W3142654793","https://openalex.org/W3164817217","https://openalex.org/W4221009769","https://openalex.org/W4225789493","https://openalex.org/W4226218623","https://openalex.org/W4287981528","https://openalex.org/W4307713564","https://openalex.org/W4311243619","https://openalex.org/W4313251243","https://openalex.org/W4318462285","https://openalex.org/W4376226575","https://openalex.org/W4385273752","https://openalex.org/W4388802547","https://openalex.org/W4390876555","https://openalex.org/W4394722920","https://openalex.org/W4394892037","https://openalex.org/W4400218533","https://openalex.org/W4400320807","https://openalex.org/W4400409956","https://openalex.org/W4404967685","https://openalex.org/W4406382050","https://openalex.org/W4408387719","https://openalex.org/W4409839414","https://openalex.org/W4410214671"],"related_works":["https://openalex.org/W2657960676","https://openalex.org/W2371135382","https://openalex.org/W2385707015","https://openalex.org/W2362883091","https://openalex.org/W2412642279","https://openalex.org/W42561827","https://openalex.org/W2044745746","https://openalex.org/W4400866064","https://openalex.org/W2470067260","https://openalex.org/W2361762018"],"abstract_inverted_index":{"BACKGROUND:":[0],"Hyperuricemia":[1],"(HUA)":[2],"as":[3,246,287,317,353],"a":[4,45,69,426],"global":[5],"public":[6],"health":[7,131,391,420],"challenge,":[8],"although":[9],"its":[10,18],"overall":[11,188],"epidemiological":[12],"characteristics":[13,298,366,400],"have":[14],"been":[15],"widely":[16],"reported,":[17],"age-specific":[19],"risk":[20,30,48,154,211,218,236,414],"pattern":[21],"remains":[22],"controversial.":[23],"This":[24],"study":[25,58],"aims":[26],"to":[27,51,75,86,150,411],"reveal":[28],"the":[29,179,183,196,254,273,295,325,342,349,390,395,417],"factors":[31,155,212,219,244,285,315,351],"of":[32,39,64,182,191,198,294,297,369],"HUA":[33,192,279,360,386,430],"in":[34,147,210,253,324,367,371,389,398],"healthy":[35],"physical":[36,66],"examination":[37,392,423],"populations":[38],"different":[40,214,222,224,402],"age":[41,87,215,225,403],"groups":[42,84,404],"and":[43,80,130,141,166,177,195,248,268,289,307,319,339,356,380,394,422],"construct":[44],"machine":[46],"learning-driven":[47],"prediction":[49],"model":[50,260],"achieve":[52],"precise":[53],"intervention.":[54,431],"METHODS:":[55],"A":[56,62],"cross-sectional":[57],"design":[59],"was":[60,193,233,280,305],"adopted.":[61],"total":[63,270,337],"2821":[65],"examinees":[67],"from":[68,72],"tertiary":[70],"hospital":[71],"January":[73],"2022":[74],"December":[76],"2024":[77],"were":[78,134,145,172,207,220,251,272,322,361,377,405],"included":[79,252,323],"divided":[81],"into":[82],"5":[83],"according":[85],"(Group":[88],"I:":[89],"18-30":[90],"years":[91,99,107,115,124],"old,":[92,100,108,116,125],"n":[93,101,109,117,126],"=":[94,102,110,118,127,262,303,331,375],"185;)":[95],"Group":[96,104,112,120,241,312,347],"II:":[97],"31-40":[98],"532;":[103],"III:":[105],"41-50":[106],"753;":[111],"IV:":[113],"51-60":[114],"714;":[119],"V":[121],">":[122],"60":[123],"637.":[128],"Sociodemographic":[129],"behavior":[132],"data":[133],"collected":[135],"through":[136],"electronic":[137],"questionnaires.":[138],"Univariate":[139],"analysis":[140],"binary":[142],"Logistic":[143,328],"regression":[144,161,255,259,301,326,329,373],"used":[146],"SPSS":[148],"27.0":[149],"screen":[151],"for":[152,238,428],"independent":[153,235],"(P":[156],"<":[157],"0.05).":[158],"Then,":[159],"logistic":[160,258,300,372],"(LR),":[162],"random":[163],"forest":[164],"(RF)":[165],"eXtreme":[167],"Gradient":[168],"Boosting":[169],"(XGBoost)":[170],"models":[171,409],"constructed":[173],"using":[174],"Python":[175],"3.8.2,":[176],"rank":[178],"feature":[180],"importance":[181,296,370],"optimal":[184],"model.":[185,256,327],"RESULTS:":[186],"The":[187,217,257,292,363,384],"detection":[189,387],"rate":[190,388],"22.8%,":[194],"level":[197,355],"serum":[199,269,336],"uric":[200],"acid":[201],"increased":[202],"significantly":[203,221,281],"with":[204,283],"age.":[205],"There":[206],"significant":[208,396],"differences":[209,397],"among":[213,223],"groups.":[216],"groups:":[226],"In":[227,240,276,311,346],"group":[228,277],"I,":[229],"fasting":[230],"blood":[231],"glucose":[232],"an":[234],"factor":[237],"HUA;":[239],"II,":[242],"six":[243,284],"such":[245,286,316,352],"BMI":[247],"alanine":[249],"aminotransferase":[250],"(AUC":[261,302,330,374],"0.840)":[263],"showed":[264,333],"that":[265,334],"creatinine,":[266,306,335,378],"triglycerides":[267],"protein":[271],"key":[274],"predictors.":[275],"III,":[278],"correlated":[282],"gender":[288,318],"alcohol":[290,309,320,340,381],"consumption.":[291,310,382],"ranking":[293],"by":[299],"0.766)":[304],"gender,":[308,379],"IV,":[313],"four":[314],"consumption":[321],"0.749)":[332],"protein,":[338],"consumptionwere":[341],"main":[343],"predictive":[344],"indicators.":[345],"V,":[348],"influencing":[350],"educational":[354],"dietary":[357],"taste":[358],"on":[359],"prominent.":[362],"top":[364],"three":[365],"terms":[368],"0.756)":[376],"CONCLUSION:":[383],"high":[385],"population":[393],"clinical":[399],"across":[401],"confirmed.":[406],"Machine":[407],"learning":[408],"helped":[410],"deeply":[412],"explore":[413],"factors,":[415],"confirming":[416],"association":[418],"between":[419],"behaviors":[421],"status,":[424],"providing":[425],"reference":[427],"age-stratified":[429],"CLINICAL":[432],"TRIAL":[433],"NUMBER:":[434],"Not":[435],"applicable.":[436]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":1}],"updated_date":"2026-07-18T07:39:51.176621","created_date":"2025-10-10T00:00:00"}
