{"id":"https://openalex.org/W3041101736","doi":"https://doi.org/10.1186/s12911-020-1113-4","title":"Prediction of blood culture outcome using hybrid neural network model based on electronic health records","display_name":"Prediction of blood culture outcome using hybrid neural network model based on electronic health records","publication_year":2020,"publication_date":"2020-07-01","ids":{"openalex":"https://openalex.org/W3041101736","doi":"https://doi.org/10.1186/s12911-020-1113-4","mag":"3041101736","pmid":"https://pubmed.ncbi.nlm.nih.gov/32646430"},"language":"en","primary_location":{"id":"doi:10.1186/s12911-020-1113-4","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s12911-020-1113-4","pdf_url":"https://bmcmedinformdecismak.biomedcentral.com/track/pdf/10.1186/s12911-020-1113-4","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","license_id":"https://openalex.org/licenses/cc-by","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/track/pdf/10.1186/s12911-020-1113-4","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5100767939","display_name":"Ming Cheng","orcid":"https://orcid.org/0000-0003-4878-1806"},"institutions":[{"id":"https://openalex.org/I4210156804","display_name":"First Affiliated Hospital of Zhengzhou University","ror":"https://ror.org/056swr059","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210156804"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Ming Cheng","raw_affiliation_strings":["Department of Medical Information, The First Affiliated Hospital of Zhengzhou University, Zhengzhou, China. fccchengm@zzu.edu.cn","Department of Medical Information, The First Affiliated Hospital of Zhengzhou University, Zhengzhou, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Medical Information, The First Affiliated Hospital of Zhengzhou University, Zhengzhou, China. fccchengm@zzu.edu.cn","institution_ids":["https://openalex.org/I4210156804"]},{"raw_affiliation_string":"Department of Medical Information, The First Affiliated Hospital of Zhengzhou University, Zhengzhou, China","institution_ids":["https://openalex.org/I4210156804"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5008651035","display_name":"Xiaolei Zhao","orcid":"https://orcid.org/0000-0002-4697-3874"},"institutions":[{"id":"https://openalex.org/I4210156804","display_name":"First Affiliated Hospital of Zhengzhou University","ror":"https://ror.org/056swr059","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210156804"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xiaolei Zhao","raw_affiliation_strings":["Department of Medical Information, The First Affiliated Hospital of Zhengzhou University, Zhengzhou, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Medical Information, The First Affiliated Hospital of Zhengzhou University, Zhengzhou, China","institution_ids":["https://openalex.org/I4210156804"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5067142874","display_name":"Xianfei Ding","orcid":"https://orcid.org/0000-0002-8468-3288"},"institutions":[{"id":"https://openalex.org/I4210156804","display_name":"First Affiliated Hospital of Zhengzhou University","ror":"https://ror.org/056swr059","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210156804"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xianfei Ding","raw_affiliation_strings":["Department of General ICU, The First Affiliated Hospital of Zhengzhou University, Zhengzhou, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of General ICU, The First Affiliated Hospital of Zhengzhou University, Zhengzhou, China","institution_ids":["https://openalex.org/I4210156804"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5102004467","display_name":"Jianbo Gao","orcid":"https://orcid.org/0009-0002-1545-1595"},"institutions":[{"id":"https://openalex.org/I4210156804","display_name":"First Affiliated Hospital of Zhengzhou University","ror":"https://ror.org/056swr059","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210156804"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Jianbo Gao","raw_affiliation_strings":["Department of Radiology, The First Affiliated Hospital of Zhengzhou University, Zhengzhou, China. fccgaojb@zzu.edu.cn","Department of Radiology, The First Affiliated Hospital of Zhengzhou University, Zhengzhou, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Radiology, The First Affiliated Hospital of Zhengzhou University, Zhengzhou, China. fccgaojb@zzu.edu.cn","institution_ids":["https://openalex.org/I4210156804"]},{"raw_affiliation_string":"Department of Radiology, The First Affiliated Hospital of Zhengzhou University, Zhengzhou, China","institution_ids":["https://openalex.org/I4210156804"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5020111720","display_name":"Shufeng Xiong","orcid":"https://orcid.org/0000-0001-5727-1766"},"institutions":[{"id":"https://openalex.org/I151878197","display_name":"Pingdingshan University","ror":"https://ror.org/026c29h90","country_code":"CN","type":"education","lineage":["https://openalex.org/I151878197"]},{"id":"https://openalex.org/I38877650","display_name":"Zhengzhou University","ror":"https://ror.org/04ypx8c21","country_code":"CN","type":"education","lineage":["https://openalex.org/I38877650"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Shufeng Xiong","raw_affiliation_strings":["Computer School, Pingdingshan University, Pingdingshan, China","School of Information Engineering, Zhengzhou University, Zhengzhou, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Computer School, Pingdingshan University, Pingdingshan, China","institution_ids":["https://openalex.org/I151878197"]},{"raw_affiliation_string":"School of Information Engineering, Zhengzhou University, Zhengzhou, China","institution_ids":["https://openalex.org/I38877650"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5055938662","display_name":"Yafeng Ren","orcid":"https://orcid.org/0000-0002-0291-4733"},"institutions":[{"id":"https://openalex.org/I186272606","display_name":"Guangdong University of Foreign Studies","ror":"https://ror.org/00fhc9y79","country_code":"CN","type":"education","lineage":["https://openalex.org/I186272606"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yafeng Ren","raw_affiliation_strings":["Collaborative Innovation Center for Language Research and Services, Guangdong University of Foreign Studies, Guangzhou, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Collaborative Innovation Center for Language Research and Services, Guangdong University of Foreign Studies, Guangzhou, China","institution_ids":["https://openalex.org/I186272606"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5102004467"],"corresponding_institution_ids":["https://openalex.org/I4210156804"],"apc_list":{"value":1570,"currency":"GBP","value_usd":1925},"apc_paid":{"value":1570,"currency":"GBP","value_usd":1925},"fwci":0.6211,"has_fulltext":true,"cited_by_count":10,"citation_normalized_percentile":{"value":0.63326848,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":97},"biblio":{"volume":"20","issue":"S3","first_page":"121","last_page":"121"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12167","display_name":"Bacterial Identification and Susceptibility Testing","score":0.5601999759674072,"subfield":{"id":"https://openalex.org/subfields/1308","display_name":"Clinical Biochemistry"},"field":{"id":"https://openalex.org/fields/13","display_name":"Biochemistry, Genetics and Molecular Biology"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},"topics":[{"id":"https://openalex.org/T12167","display_name":"Bacterial Identification and Susceptibility Testing","score":0.5601999759674072,"subfield":{"id":"https://openalex.org/subfields/1308","display_name":"Clinical Biochemistry"},"field":{"id":"https://openalex.org/fields/13","display_name":"Biochemistry, Genetics and Molecular Biology"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},{"id":"https://openalex.org/T10218","display_name":"Sepsis Diagnosis and Treatment","score":0.07159999758005142,"subfield":{"id":"https://openalex.org/subfields/2713","display_name":"Epidemiology"},"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/T13702","display_name":"Machine Learning in Healthcare","score":0.05770000070333481,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/autoencoder","display_name":"Autoencoder","score":0.7377715110778809},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6785187721252441},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.6535316705703735},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6275899410247803},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.5146218538284302},{"id":"https://openalex.org/keywords/health-informatics","display_name":"Health informatics","score":0.4493989944458008},{"id":"https://openalex.org/keywords/health-records","display_name":"Health records","score":0.44661208987236023},{"id":"https://openalex.org/keywords/construct","display_name":"Construct (python library)","score":0.444501668214798},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.42605456709861755},{"id":"https://openalex.org/keywords/task","display_name":"Task (project management)","score":0.4100835919380188},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.34164729714393616},{"id":"https://openalex.org/keywords/health-care","display_name":"Health care","score":0.17970284819602966},{"id":"https://openalex.org/keywords/pathology","display_name":"Pathology","score":0.09639665484428406},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.09058922529220581}],"concepts":[{"id":"https://openalex.org/C101738243","wikidata":"https://www.wikidata.org/wiki/Q786435","display_name":"Autoencoder","level":3,"score":0.7377715110778809},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6785187721252441},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.6535316705703735},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6275899410247803},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.5146218538284302},{"id":"https://openalex.org/C145642194","wikidata":"https://www.wikidata.org/wiki/Q870895","display_name":"Health informatics","level":3,"score":0.4493989944458008},{"id":"https://openalex.org/C3019952477","wikidata":"https://www.wikidata.org/wiki/Q1324077","display_name":"Health records","level":3,"score":0.44661208987236023},{"id":"https://openalex.org/C2780801425","wikidata":"https://www.wikidata.org/wiki/Q5164392","display_name":"Construct (python library)","level":2,"score":0.444501668214798},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.42605456709861755},{"id":"https://openalex.org/C2780451532","wikidata":"https://www.wikidata.org/wiki/Q759676","display_name":"Task (project management)","level":2,"score":0.4100835919380188},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.34164729714393616},{"id":"https://openalex.org/C160735492","wikidata":"https://www.wikidata.org/wiki/Q31207","display_name":"Health care","level":2,"score":0.17970284819602966},{"id":"https://openalex.org/C142724271","wikidata":"https://www.wikidata.org/wiki/Q7208","display_name":"Pathology","level":1,"score":0.09639665484428406},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.09058922529220581},{"id":"https://openalex.org/C50522688","wikidata":"https://www.wikidata.org/wiki/Q189833","display_name":"Economic growth","level":1,"score":0.0},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0},{"id":"https://openalex.org/C201995342","wikidata":"https://www.wikidata.org/wiki/Q682496","display_name":"Systems engineering","level":1,"score":0.0},{"id":"https://openalex.org/C138816342","wikidata":"https://www.wikidata.org/wiki/Q189603","display_name":"Public health","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}],"mesh":[{"descriptor_ui":"D000071997","descriptor_name":"Blood Culture","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000071997","descriptor_name":"Blood Culture","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000071997","descriptor_name":"Blood Culture","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000071997","descriptor_name":"Blood Culture","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"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":"D015233","descriptor_name":"Models, Statistical","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D015233","descriptor_name":"Models, Statistical","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D015233","descriptor_name":"Models, Statistical","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D015233","descriptor_name":"Models, Statistical","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D016571","descriptor_name":"Neural Networks, Computer","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D016571","descriptor_name":"Neural Networks, Computer","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D016571","descriptor_name":"Neural Networks, Computer","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D016571","descriptor_name":"Neural Networks, Computer","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D057286","descriptor_name":"Electronic Health Records","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D057286","descriptor_name":"Electronic Health Records","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D057286","descriptor_name":"Electronic Health Records","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D057286","descriptor_name":"Electronic Health Records","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true}],"locations_count":4,"locations":[{"id":"doi:10.1186/s12911-020-1113-4","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s12911-020-1113-4","pdf_url":"https://bmcmedinformdecismak.biomedcentral.com/track/pdf/10.1186/s12911-020-1113-4","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","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"BMC Medical Informatics and Decision Making","raw_type":"journal-article"},{"id":"pmid:32646430","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/32646430","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:a806c5d976e94a15a10f606508bed23e","is_oa":true,"landing_page_url":"https://doaj.org/article/a806c5d976e94a15a10f606508bed23e","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 20, Iss S3, Pp 1-10 (2020)","raw_type":"article"},{"id":"pmh:oai:pubmedcentral.nih.gov:7346324","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/7346324","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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","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/s12911-020-1113-4","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s12911-020-1113-4","pdf_url":"https://bmcmedinformdecismak.biomedcentral.com/track/pdf/10.1186/s12911-020-1113-4","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","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"BMC Medical Informatics and Decision Making","raw_type":"journal-article"},"sustainable_development_goals":[{"display_name":"Good health and well-being","id":"https://metadata.un.org/sdg/3","score":0.6299999952316284}],"awards":[{"id":"https://openalex.org/G2976327440","display_name":null,"funder_award_id":"61802350","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G3166613164","display_name":null,"funder_award_id":"81701687","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G8327787806","display_name":null,"funder_award_id":"19YJCZH198","funder_id":"https://openalex.org/F4320321106","funder_display_name":"Ministry of Education of the People's Republic of China"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320321106","display_name":"Ministry of Education of the People's Republic of China","ror":"https://ror.org/01mv9t934"},{"id":"https://openalex.org/F4320335777","display_name":"National Key Research and Development Program of China","ror":null}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W3041101736.pdf","grobid_xml":"https://content.openalex.org/works/W3041101736.grobid-xml"},"referenced_works_count":34,"referenced_works":["https://openalex.org/W156770688","https://openalex.org/W1866881459","https://openalex.org/W1977823755","https://openalex.org/W1982325282","https://openalex.org/W2023304090","https://openalex.org/W2025642731","https://openalex.org/W2025768430","https://openalex.org/W2117446015","https://openalex.org/W2124119950","https://openalex.org/W2129367118","https://openalex.org/W2171849573","https://openalex.org/W2224600235","https://openalex.org/W2291716819","https://openalex.org/W2296194829","https://openalex.org/W2424867968","https://openalex.org/W2493590692","https://openalex.org/W2504428358","https://openalex.org/W2530957907","https://openalex.org/W2594268324","https://openalex.org/W2730718977","https://openalex.org/W2737687475","https://openalex.org/W2754472586","https://openalex.org/W2799103635","https://openalex.org/W2897687848","https://openalex.org/W2899720878","https://openalex.org/W2900329012","https://openalex.org/W2907417525","https://openalex.org/W2929110666","https://openalex.org/W2937554593","https://openalex.org/W2939631812","https://openalex.org/W2947317866","https://openalex.org/W2964200294","https://openalex.org/W2979156210","https://openalex.org/W3103323619"],"related_works":["https://openalex.org/W3013693939","https://openalex.org/W2159052453","https://openalex.org/W2566616303","https://openalex.org/W3131327266","https://openalex.org/W2734887215","https://openalex.org/W4297051394","https://openalex.org/W2752972570","https://openalex.org/W2145836866","https://openalex.org/W2803255133","https://openalex.org/W2909431601"],"abstract_inverted_index":{"BACKGROUND:":[0],"Blood":[1],"cultures":[2,136],"are":[3],"often":[4],"performed":[5],"to":[6,54,105,115],"detect":[7],"patients":[8,17,129],"who":[9,130],"has":[10],"a":[11,90,122],"serious":[12],"illness":[13],"without":[14],"infections":[15,30],"and":[16,52,102],"with":[18,49],"bloodstream":[19,29],"infections.":[20],"Early":[21],"positive":[22,70],"blood":[23,71,135],"culture":[24,72],"prediction":[25,73],"is":[26],"important,":[27],"as":[28],"may":[31],"cause":[32],"inflammation":[33],"of":[34,58,69,126,158,164],"the":[35,67,108,117,144,162],"body,":[36],"even":[37],"organ":[38],"failure":[39],"or":[40,133],"death.":[41],"However,":[42],"existing":[43],"work":[44],"mainly":[45],"adopts":[46],"statistical":[47,172],"models":[48,160],"laboratory":[50],"indicators,":[51],"fails":[53],"make":[55],"full":[56],"use":[57],"textual":[59],"description":[60],"information":[61,109],"from":[62,84],"EHRs.":[63,86,111],"METHODS:":[64],"We":[65],"study":[66],"problem":[68],"by":[74],"using":[75],"neural":[76,92,146],"network":[77,93],"model.":[78,166],"Specifically,":[79],"we":[80,88,120],"first":[81],"construct":[82],"dataset":[83,123],"raw":[85],"Then":[87],"propose":[89],"hybrid":[91],"which":[94,124],"incorporates":[95],"attention":[96],"based":[97],"Bi-directional":[98],"Long":[99],"Short-Term":[100],"Memory":[101],"Autoencoder":[103],"networks":[104],"fully":[106],"capture":[107],"in":[110],"RESULTS:":[112],"In":[113],"order":[114],"evaluate":[116],"proposed":[118,145,168],"method,":[119],"constructe":[121],"consists":[125],"totally":[127],"5963":[128],"had":[131],"one":[132],"more":[134],"tests":[137],"during":[138],"hospitalization.":[139],"Experimental":[140],"results":[141,157],"show":[142],"that":[143],"model":[147,169],"gets":[148],"91.23%":[149],"F-measure":[150],"for":[151],"this":[152],"task.":[153],"CONCLUSIONS:":[154],"The":[155,167],"comparison":[156],"different":[159],"demonstrated":[161],"effectiveness":[163],"our":[165],"outperformed":[170],"traditional":[171],"models.":[173]},"counts_by_year":[{"year":2025,"cited_by_count":2},{"year":2024,"cited_by_count":3},{"year":2023,"cited_by_count":2},{"year":2022,"cited_by_count":2},{"year":2021,"cited_by_count":1}],"updated_date":"2026-07-15T18:14:33.161393","created_date":"2025-10-10T00:00:00"}