基于常规实验室参数的机器学习方法对ICU患者血流感染的早期预测

{"title":"基于常规实验室参数的机器学习方法对ICU患者血流感染的早期预测","authors":"Yanying Chen, Ziru Chen, Dongyun Xu, Shibing Li, Feixiong Chen, Xufa Yu, Shutao Cai, Cuilan Zeng, Xueyan Ye, Jie Yang, Jun Liu, Jianmei Lin, Siyu Xiao","doi":"10.1186/s12879-025-11580-4","DOIUrl":null,"url":null,"abstract":"","PeriodicalId":8981,"journal":{"name":"BMC Infectious Diseases","volume":"25 1","pages":"1196"},"PeriodicalIF":3.0000,"publicationDate":"2025-09-29","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12482810/pdf/","citationCount":"0","resultStr":"{\"title\":\"Early prediction of bloodstream infections in ICU patients using machine learning methods based on routine laboratory parameters.\",\"authors\":\"Yanying Chen, Ziru Chen, Dongyun Xu, Shibing Li, Feixiong Chen, Xufa Yu, Shutao Cai, Cuilan Zeng, Xueyan Ye, Jie Yang, Jun Liu, Jianmei Lin, Siyu Xiao\",\"doi\":\"10.1186/s12879-025-11580-4\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"\",\"PeriodicalId\":8981,\"journal\":{\"name\":\"BMC Infectious Diseases\",\"volume\":\"25 1\",\"pages\":\"1196\"},\"PeriodicalIF\":3.0000,\"publicationDate\":\"2025-09-29\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12482810/pdf/\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"BMC Infectious Diseases\",\"FirstCategoryId\":\"3\",\"ListUrlMain\":\"https://doi.org/10.1186/s12879-025-11580-4\",\"RegionNum\":3,\"RegionCategory\":\"医学\",\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"Q2\",\"JCRName\":\"INFECTIOUS DISEASES\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"BMC Infectious Diseases","FirstCategoryId":"3","ListUrlMain":"https://doi.org/10.1186/s12879-025-11580-4","RegionNum":3,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q2","JCRName":"INFECTIOUS DISEASES","Score":null,"Total":0}