{"id":"https://openalex.org/W4409543604","doi":"https://doi.org/10.1186/s12911-025-02997-7","title":"Automated machine learning for early prediction of systemic inflammatory response syndrome in acute pancreatitis","display_name":"Automated machine learning for early prediction of systemic inflammatory response syndrome in acute pancreatitis","publication_year":2025,"publication_date":"2025-04-17","ids":{"openalex":"https://openalex.org/W4409543604","doi":"https://doi.org/10.1186/s12911-025-02997-7","pmid":"https://pubmed.ncbi.nlm.nih.gov/40247291"},"language":"en","primary_location":{"id":"doi:10.1186/s12911-025-02997-7","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s12911-025-02997-7","pdf_url":"https://bmcmedinformdecismak.biomedcentral.com/counter/pdf/10.1186/s12911-025-02997-7","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/s12911-025-02997-7","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5030622935","display_name":"Rufa Zhang","orcid":null},"institutions":[{"id":"https://openalex.org/I4210121544","display_name":"Second Hospital of Nanchang","ror":"https://ror.org/0261d1g37","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210121544"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Rufa Zhang","raw_affiliation_strings":["Department of Gastroenterology, The People's Hospital of Nanchuan, No. 16, Nanda Street, Nanchuan District, Chongqing, 408400, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Gastroenterology, The People's Hospital of Nanchuan, No. 16, Nanda Street, Nanchuan District, Chongqing, 408400, China","institution_ids":["https://openalex.org/I4210121544"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100804995","display_name":"Shiqi Zhu","orcid":null},"institutions":[{"id":"https://openalex.org/I3923682","display_name":"Soochow University","ror":"https://ror.org/05t8y2r12","country_code":"CN","type":"education","lineage":["https://openalex.org/I3923682"]},{"id":"https://openalex.org/I4210153519","display_name":"First Affiliated Hospital of Soochow University","ror":"https://ror.org/051jg5p78","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210153519"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Shiqi Zhu","raw_affiliation_strings":["Department of Gastroenterology, The First Affiliated Hospital of Soochow University, Suzhou, Jiangsu, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Gastroenterology, The First Affiliated Hospital of Soochow University, Suzhou, Jiangsu, China","institution_ids":["https://openalex.org/I3923682","https://openalex.org/I4210153519"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5016278161","display_name":"Li Shi","orcid":"https://orcid.org/0000-0002-5617-3766"},"institutions":[{"id":"https://openalex.org/I3923682","display_name":"Soochow University","ror":"https://ror.org/05t8y2r12","country_code":"CN","type":"education","lineage":["https://openalex.org/I3923682"]},{"id":"https://openalex.org/I4210125581","display_name":"Changshu No.1 People's Hospital","ror":"https://ror.org/032hk6448","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210125581"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Li Shi","raw_affiliation_strings":["Department of Gastroenterology, Changshu Hospital Affiliated to Soochow University, Changshu No. 1 People's Hospital, Suzhou, Jiangsu, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Gastroenterology, Changshu Hospital Affiliated to Soochow University, Changshu No. 1 People's Hospital, Suzhou, Jiangsu, China","institution_ids":["https://openalex.org/I3923682","https://openalex.org/I4210125581"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100396782","display_name":"Hao Zhang","orcid":"https://orcid.org/0000-0001-5624-9217"},"institutions":[{"id":"https://openalex.org/I3923682","display_name":"Soochow University","ror":"https://ror.org/05t8y2r12","country_code":"CN","type":"education","lineage":["https://openalex.org/I3923682"]},{"id":"https://openalex.org/I4210124971","display_name":"Second Affiliated Hospital of Soochow University","ror":"https://ror.org/02xjrkt08","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210124971"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Hao Zhang","raw_affiliation_strings":["Department of Gastroenterology, The Second Affiliated Hospital of Soochow University, Suzhou, Jiangsu, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Gastroenterology, The Second Affiliated Hospital of Soochow University, Suzhou, Jiangsu, China","institution_ids":["https://openalex.org/I3923682","https://openalex.org/I4210124971"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5088861775","display_name":"Xiaodan Xu","orcid":"https://orcid.org/0000-0001-8338-1600"},"institutions":[{"id":"https://openalex.org/I3923682","display_name":"Soochow University","ror":"https://ror.org/05t8y2r12","country_code":"CN","type":"education","lineage":["https://openalex.org/I3923682"]},{"id":"https://openalex.org/I4210125581","display_name":"Changshu No.1 People's Hospital","ror":"https://ror.org/032hk6448","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210125581"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xiaodan Xu","raw_affiliation_strings":["Department of Gastroenterology, Changshu Hospital Affiliated to Soochow University, Changshu No. 1 People's Hospital, Suzhou, Jiangsu, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Gastroenterology, Changshu Hospital Affiliated to Soochow University, Changshu No. 1 People's Hospital, Suzhou, Jiangsu, China","institution_ids":["https://openalex.org/I3923682","https://openalex.org/I4210125581"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5102022202","display_name":"Bo Xiang","orcid":"https://orcid.org/0000-0001-8341-2286"},"institutions":[{"id":"https://openalex.org/I4210121544","display_name":"Second Hospital of Nanchang","ror":"https://ror.org/0261d1g37","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210121544"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Bo Xiang","raw_affiliation_strings":["Department of Gastroenterology, The People's Hospital of Nanchuan, No. 16, Nanda Street, Nanchuan District, Chongqing, 408400, China. xiangbby@foxmail.com"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Gastroenterology, The People's Hospital of Nanchuan, No. 16, Nanda Street, Nanchuan District, Chongqing, 408400, China. xiangbby@foxmail.com","institution_ids":["https://openalex.org/I4210121544"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5082659189","display_name":"Min Wang","orcid":"https://orcid.org/0000-0002-2285-2074"},"institutions":[{"id":"https://openalex.org/I4210121544","display_name":"Second Hospital of Nanchang","ror":"https://ror.org/0261d1g37","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210121544"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Min Wang","raw_affiliation_strings":["Department of Gastroenterology, The People's Hospital of Nanchuan, No. 16, Nanda Street, Nanchuan District, Chongqing, 408400, China. 20215255001@stu.suda.edu.com"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Gastroenterology, The People's Hospital of Nanchuan, No. 16, Nanda Street, Nanchuan District, Chongqing, 408400, China. 20215255001@stu.suda.edu.com","institution_ids":["https://openalex.org/I4210121544"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5082659189","https://openalex.org/A5102022202"],"corresponding_institution_ids":["https://openalex.org/I4210121544"],"apc_list":{"value":2690,"currency":"USD","value_usd":2690},"apc_paid":{"value":2690,"currency":"USD","value_usd":2690},"fwci":7.7053,"has_fulltext":true,"cited_by_count":7,"citation_normalized_percentile":{"value":0.97655488,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":97,"max":99},"biblio":{"volume":"25","issue":"1","first_page":"167","last_page":"167"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10760","display_name":"Pancreatitis Pathology and Treatment","score":0.9652000069618225,"subfield":{"id":"https://openalex.org/subfields/2746","display_name":"Surgery"},"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/T10760","display_name":"Pancreatitis Pathology and Treatment","score":0.9652000069618225,"subfield":{"id":"https://openalex.org/subfields/2746","display_name":"Surgery"},"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/T10218","display_name":"Sepsis Diagnosis and Treatment","score":0.014399999752640724,"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/T11961","display_name":"Neonatal and Maternal Infections","score":0.002400000113993883,"subfield":{"id":"https://openalex.org/subfields/2739","display_name":"Public Health, Environmental and Occupational Health"},"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/acute-pancreatitis","display_name":"Acute pancreatitis","score":0.789725661277771},{"id":"https://openalex.org/keywords/systemic-inflammatory-response-syndrome","display_name":"Systemic inflammatory response syndrome","score":0.7781429886817932},{"id":"https://openalex.org/keywords/inflammatory-response","display_name":"Inflammatory response","score":0.5941516160964966},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.5851113200187683},{"id":"https://openalex.org/keywords/health-informatics","display_name":"Health informatics","score":0.5432016849517822},{"id":"https://openalex.org/keywords/pancreatitis","display_name":"Pancreatitis","score":0.45899704098701477},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.4133448600769043},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.40768247842788696},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3889588713645935},{"id":"https://openalex.org/keywords/intensive-care-medicine","display_name":"Intensive care medicine","score":0.3473559319972992},{"id":"https://openalex.org/keywords/internal-medicine","display_name":"Internal medicine","score":0.3358433246612549},{"id":"https://openalex.org/keywords/inflammation","display_name":"Inflammation","score":0.2738912105560303},{"id":"https://openalex.org/keywords/pathology","display_name":"Pathology","score":0.17436978220939636},{"id":"https://openalex.org/keywords/sepsis","display_name":"Sepsis","score":0.09959566593170166},{"id":"https://openalex.org/keywords/public-health","display_name":"Public health","score":0.08376747369766235}],"concepts":[{"id":"https://openalex.org/C2776670229","wikidata":"https://www.wikidata.org/wiki/Q854573","display_name":"Acute pancreatitis","level":2,"score":0.789725661277771},{"id":"https://openalex.org/C2781090800","wikidata":"https://www.wikidata.org/wiki/Q776030","display_name":"Systemic inflammatory response syndrome","level":3,"score":0.7781429886817932},{"id":"https://openalex.org/C3020196126","wikidata":"https://www.wikidata.org/wiki/Q101991","display_name":"Inflammatory response","level":3,"score":0.5941516160964966},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.5851113200187683},{"id":"https://openalex.org/C145642194","wikidata":"https://www.wikidata.org/wiki/Q870895","display_name":"Health informatics","level":3,"score":0.5432016849517822},{"id":"https://openalex.org/C2775967933","wikidata":"https://www.wikidata.org/wiki/Q1527888","display_name":"Pancreatitis","level":2,"score":0.45899704098701477},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.4133448600769043},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.40768247842788696},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3889588713645935},{"id":"https://openalex.org/C177713679","wikidata":"https://www.wikidata.org/wiki/Q679690","display_name":"Intensive care medicine","level":1,"score":0.3473559319972992},{"id":"https://openalex.org/C126322002","wikidata":"https://www.wikidata.org/wiki/Q11180","display_name":"Internal medicine","level":1,"score":0.3358433246612549},{"id":"https://openalex.org/C2776914184","wikidata":"https://www.wikidata.org/wiki/Q101991","display_name":"Inflammation","level":2,"score":0.2738912105560303},{"id":"https://openalex.org/C142724271","wikidata":"https://www.wikidata.org/wiki/Q7208","display_name":"Pathology","level":1,"score":0.17436978220939636},{"id":"https://openalex.org/C2778384902","wikidata":"https://www.wikidata.org/wiki/Q183134","display_name":"Sepsis","level":2,"score":0.09959566593170166},{"id":"https://openalex.org/C138816342","wikidata":"https://www.wikidata.org/wiki/Q189603","display_name":"Public health","level":2,"score":0.08376747369766235}],"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":"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":"D000328","descriptor_name":"Adult","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":"D000368","descriptor_name":"Aged","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":"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":"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":"D010195","descriptor_name":"Pancreatitis","qualifier_ui":"Q000150","qualifier_name":"complications","is_major_topic":true},{"descriptor_ui":"D010195","descriptor_name":"Pancreatitis","qualifier_ui":"Q000150","qualifier_name":"complications","is_major_topic":true},{"descriptor_ui":"D010195","descriptor_name":"Pancreatitis","qualifier_ui":"Q000150","qualifier_name":"complications","is_major_topic":true},{"descriptor_ui":"D010195","descriptor_name":"Pancreatitis","qualifier_ui":"Q000150","qualifier_name":"complications","is_major_topic":true},{"descriptor_ui":"D012189","descriptor_name":"Retrospective Studies","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D012189","descriptor_name":"Retrospective Studies","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D012189","descriptor_name":"Retrospective Studies","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D012189","descriptor_name":"Retrospective Studies","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D018746","descriptor_name":"Systemic Inflammatory Response Syndrome","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":true},{"descriptor_ui":"D018746","descriptor_name":"Systemic Inflammatory Response Syndrome","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":true},{"descriptor_ui":"D018746","descriptor_name":"Systemic Inflammatory Response Syndrome","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":true},{"descriptor_ui":"D018746","descriptor_name":"Systemic Inflammatory Response Syndrome","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":true},{"descriptor_ui":"D018746","descriptor_name":"Systemic Inflammatory Response Syndrome","qualifier_ui":"Q000209","qualifier_name":"etiology","is_major_topic":true},{"descriptor_ui":"D018746","descriptor_name":"Systemic Inflammatory Response Syndrome","qualifier_ui":"Q000209","qualifier_name":"etiology","is_major_topic":true},{"descriptor_ui":"D018746","descriptor_name":"Systemic Inflammatory Response Syndrome","qualifier_ui":"Q000209","qualifier_name":"etiology","is_major_topic":true},{"descriptor_ui":"D018746","descriptor_name":"Systemic Inflammatory Response Syndrome","qualifier_ui":"Q000209","qualifier_name":"etiology","is_major_topic":true},{"descriptor_ui":"D049451","descriptor_name":"Nomograms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D049451","descriptor_name":"Nomograms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D049451","descriptor_name":"Nomograms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D049451","descriptor_name":"Nomograms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false}],"locations_count":4,"locations":[{"id":"doi:10.1186/s12911-025-02997-7","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s12911-025-02997-7","pdf_url":"https://bmcmedinformdecismak.biomedcentral.com/counter/pdf/10.1186/s12911-025-02997-7","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:40247291","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/40247291","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:de7f1a78c92a4969823234d7da7ac8d0","is_oa":true,"landing_page_url":"https://doaj.org/article/de7f1a78c92a4969823234d7da7ac8d0","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 1-11 (2025)","raw_type":"article"},{"id":"pmh:oai:pubmedcentral.nih.gov:12007213","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/12007213","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/s12911-025-02997-7","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s12911-025-02997-7","pdf_url":"https://bmcmedinformdecismak.biomedcentral.com/counter/pdf/10.1186/s12911-025-02997-7","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":0.6800000071525574,"display_name":"Good health and well-being","id":"https://metadata.un.org/sdg/3"}],"awards":[],"funders":[],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4409543604.pdf","grobid_xml":"https://content.openalex.org/works/W4409543604.grobid-xml"},"referenced_works_count":41,"referenced_works":["https://openalex.org/W2042623203","https://openalex.org/W2048865828","https://openalex.org/W2051404519","https://openalex.org/W2102260268","https://openalex.org/W2106460974","https://openalex.org/W2115378896","https://openalex.org/W2145758369","https://openalex.org/W2169238760","https://openalex.org/W2172492262","https://openalex.org/W2280404143","https://openalex.org/W2346088501","https://openalex.org/W2428934609","https://openalex.org/W2587422283","https://openalex.org/W2589431353","https://openalex.org/W2749260185","https://openalex.org/W2766427936","https://openalex.org/W2766854991","https://openalex.org/W2909717394","https://openalex.org/W2938254287","https://openalex.org/W2969288987","https://openalex.org/W2978375982","https://openalex.org/W2979781132","https://openalex.org/W2986544402","https://openalex.org/W2989951281","https://openalex.org/W2991811582","https://openalex.org/W2995337886","https://openalex.org/W3043716876","https://openalex.org/W3049537026","https://openalex.org/W3082332621","https://openalex.org/W3090442146","https://openalex.org/W3124926562","https://openalex.org/W3154571256","https://openalex.org/W3156037271","https://openalex.org/W3157854682","https://openalex.org/W4205566531","https://openalex.org/W4206969005","https://openalex.org/W4210612718","https://openalex.org/W4211258447","https://openalex.org/W4239047978","https://openalex.org/W4395468604","https://openalex.org/W6807836188"],"related_works":["https://openalex.org/W2321463469","https://openalex.org/W3030624457","https://openalex.org/W2360285342","https://openalex.org/W1511042776","https://openalex.org/W4392883791","https://openalex.org/W2089226005","https://openalex.org/W1776569827","https://openalex.org/W2733965600","https://openalex.org/W3043655766","https://openalex.org/W4384665908"],"abstract_inverted_index":{"BACKGROUND:":[0],"Systemic":[1],"inflammatory":[2],"response":[3],"syndrome":[4],"(SIRS)":[5],"is":[6,243],"a":[7,33],"frequent":[8],"and":[9,38,72,79,97,104,108,121,137,147,160,183,198,226,228,232],"serious":[10],"complication":[11],"of":[12,41,69,124,169,191,220,250],"acute":[13],"pancreatitis":[14],"(AP),":[15],"often":[16],"associated":[17],"with":[18,52,86,174,207],"increased":[19],"mortality.":[20],"This":[21,46],"study":[22,47],"aims":[23],"to":[24,31,60],"leverage":[25],"automated":[26],"machine":[27],"learning":[28,210],"(AutoML)":[29],"algorithms":[30],"create":[32],"model":[34,212,238],"for":[35,77,246],"the":[36,65,89,100,122,125,143,177,192,208,217,223,240,247],"early":[37,248],"precise":[39],"prediction":[40,249],"SIRS":[42,187,251],"in":[43,176,181,185,189,196,200,222,230,252],"AP.":[44,253],"METHODS:":[45],"retrospectively":[48],"analyzed":[49],"patients":[50,171],"diagnosed":[51],"AP":[53],"across":[54],"multiple":[55],"centers":[56],"from":[57,64,88],"January":[58],"2017":[59],"December":[61],"2021.":[62],"Data":[63],"First":[66],"Affiliated":[67,91],"Hospital":[68,74],"Soochow":[70],"University":[71],"Changshu":[73],"were":[75,95,149,172],"used":[76],"training":[78,178,193,224],"internal":[80],"validation,":[81,182,197],"while":[82],"testing":[83],"was":[84,112,127],"conducted":[85],"data":[87],"Second":[90],"Hospital.":[92],"Predictive":[93],"models":[94,126,203],"constructed":[96],"validated":[98],"using":[99,239],"least":[101],"absolute":[102],"shrinkage":[103],"selection":[105],"operator":[106],"(LASSO)":[107],"AutoML.":[109],"A":[110,167],"nomogram":[111],"developed":[113],"based":[114],"on":[115],"multivariable":[116],"logistic":[117],"regression":[118],"(LR)":[119],"analysis,":[120],"performance":[123],"assessed":[128,150],"through":[129,151],"receiver":[130],"operating":[131],"characteristic":[132],"(ROC)":[133],"curves,":[134,136],"calibration":[135],"decision":[138],"curve":[139,219],"analysis":[140],"(DCA).":[141],"Additionally,":[142],"AutoML":[144,202,237],"model's":[145],"effectiveness":[146],"interpretability":[148],"DCA,":[152],"feature":[153],"importance,":[154],"SHapley":[155],"Additive":[156],"exPlanation":[157],"(SHAP)":[158],"plots,":[159],"locally":[161],"interpretable":[162],"model-agnostic":[163],"explanations":[164],"(LIME).":[165],"RESULTS:":[166],"total":[168],"1,224":[170],"included,":[173],"812":[175],"cohort,":[179,194],"200":[180],"212":[184],"testing.":[186,201],"occurred":[188],"33.7%":[190],"34.0%":[195],"22.2%":[199],"outperformed":[204],"traditional":[205],"LR,":[206],"deep":[209],"(DL)":[211],"achieving":[213],"an":[214],"area":[215],"under":[216],"ROC":[218],"0.843":[221],"set,":[225],"0.848":[227],"0.867":[229],"validation":[231],"testing,":[233],"respectively.":[234],"CONCLUSION:":[235],"The":[236],"DL":[241],"algorithm":[242],"clinically":[244],"significant":[245]},"counts_by_year":[{"year":2026,"cited_by_count":3},{"year":2025,"cited_by_count":4}],"updated_date":"2026-07-29T09:40:50.615796","created_date":"2025-10-10T00:00:00"}
