{"id":"https://openalex.org/W4410780293","doi":"https://doi.org/10.1186/s12911-025-03033-4","title":"Machine learning models for predicting\u00a0in-hospital mortality from acute pancreatitis in intensive care unit","display_name":"Machine learning models for predicting\u00a0in-hospital mortality from acute pancreatitis in intensive care unit","publication_year":2025,"publication_date":"2025-05-27","ids":{"openalex":"https://openalex.org/W4410780293","doi":"https://doi.org/10.1186/s12911-025-03033-4","pmid":"https://pubmed.ncbi.nlm.nih.gov/40426158"},"language":"en","primary_location":{"id":"doi:10.1186/s12911-025-03033-4","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s12911-025-03033-4","pdf_url":"https://bmcmedinformdecismak.biomedcentral.com/counter/pdf/10.1186/s12911-025-03033-4","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-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/s12911-025-03033-4","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5104263248","display_name":"Shuxing Wei","orcid":"https://orcid.org/0000-0002-5179-7473"},"institutions":[{"id":"https://openalex.org/I2800232565","display_name":"Beijing Chao-Yang Hospital, Capital Medical University","ror":"https://ror.org/01eff5662","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I2800232565","https://openalex.org/I4210110145","https://openalex.org/I4210135108"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Shuxing Wei","raw_affiliation_strings":["Emergency Medicine Clinical Research Center, Beijing Key Laboratory of Cardiopulmonary Cerebral Resuscitation, Beijing Chaoyang Hospital, Affiliated to Capital Medical University, Beijing, 100020, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Emergency Medicine Clinical Research Center, Beijing Key Laboratory of Cardiopulmonary Cerebral Resuscitation, Beijing Chaoyang Hospital, Affiliated to Capital Medical University, Beijing, 100020, China","institution_ids":["https://openalex.org/I2800232565"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5086221584","display_name":"Hongmeng Dong","orcid":null},"institutions":[{"id":"https://openalex.org/I2800232565","display_name":"Beijing Chao-Yang Hospital, Capital Medical University","ror":"https://ror.org/01eff5662","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I2800232565","https://openalex.org/I4210110145","https://openalex.org/I4210135108"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Hongmeng Dong","raw_affiliation_strings":["Emergency Medicine Clinical Research Center, Beijing Key Laboratory of Cardiopulmonary Cerebral Resuscitation, Beijing Chaoyang Hospital, Affiliated to Capital Medical University, Beijing, 100020, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Emergency Medicine Clinical Research Center, Beijing Key Laboratory of Cardiopulmonary Cerebral Resuscitation, Beijing Chaoyang Hospital, Affiliated to Capital Medical University, Beijing, 100020, China","institution_ids":["https://openalex.org/I2800232565"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5102843414","display_name":"Weidong Yao","orcid":"https://orcid.org/0000-0003-0429-4053"},"institutions":[{"id":"https://openalex.org/I134738993","display_name":"Shandong University of Traditional Chinese Medicine","ror":"https://ror.org/0523y5c19","country_code":"CN","type":"education","lineage":["https://openalex.org/I134738993"]},{"id":"https://openalex.org/I4210159257","display_name":"Affiliated Hospital of Shandong University of Traditional Chinese Medicine","ror":"https://ror.org/052q26725","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210159257"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Weidong Yao","raw_affiliation_strings":["Department of Anesthesiology, Second Affiliated Hospital of Shandong University of Traditional Chinese Medicine, Jinan, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Anesthesiology, Second Affiliated Hospital of Shandong University of Traditional Chinese Medicine, Jinan, China","institution_ids":["https://openalex.org/I134738993","https://openalex.org/I4210159257"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100654609","display_name":"Ying Chen","orcid":"https://orcid.org/0000-0001-7876-4877"},"institutions":[{"id":"https://openalex.org/I2800232565","display_name":"Beijing Chao-Yang Hospital, Capital Medical University","ror":"https://ror.org/01eff5662","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I2800232565","https://openalex.org/I4210110145","https://openalex.org/I4210135108"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Ying Chen","raw_affiliation_strings":["Emergency Medicine Clinical Research Center, Beijing Key Laboratory of Cardiopulmonary Cerebral Resuscitation, Beijing Chaoyang Hospital, Affiliated to Capital Medical University, Beijing, 100020, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Emergency Medicine Clinical Research Center, Beijing Key Laboratory of Cardiopulmonary Cerebral Resuscitation, Beijing Chaoyang Hospital, Affiliated to Capital Medical University, Beijing, 100020, China","institution_ids":["https://openalex.org/I2800232565"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5017500276","display_name":"Xiya Wang","orcid":"https://orcid.org/0000-0002-1126-5595"},"institutions":[{"id":"https://openalex.org/I2800232565","display_name":"Beijing Chao-Yang Hospital, Capital Medical University","ror":"https://ror.org/01eff5662","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I2800232565","https://openalex.org/I4210110145","https://openalex.org/I4210135108"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xiya Wang","raw_affiliation_strings":["Emergency Medicine Clinical Research Center, Beijing Key Laboratory of Cardiopulmonary Cerebral Resuscitation, Beijing Chaoyang Hospital, Affiliated to Capital Medical University, Beijing, 100020, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Emergency Medicine Clinical Research Center, Beijing Key Laboratory of Cardiopulmonary Cerebral Resuscitation, Beijing Chaoyang Hospital, Affiliated to Capital Medical University, Beijing, 100020, China","institution_ids":["https://openalex.org/I2800232565"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5107849757","display_name":"W. Ji","orcid":"https://orcid.org/0009-0004-5704-4431"},"institutions":[{"id":"https://openalex.org/I2800232565","display_name":"Beijing Chao-Yang Hospital, Capital Medical University","ror":"https://ror.org/01eff5662","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I2800232565","https://openalex.org/I4210110145","https://openalex.org/I4210135108"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Wenqing ji","raw_affiliation_strings":["Emergency Medicine Clinical Research Center, Beijing Key Laboratory of Cardiopulmonary Cerebral Resuscitation, Beijing Chaoyang Hospital, Affiliated to Capital Medical University, Beijing, 100020, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Emergency Medicine Clinical Research Center, Beijing Key Laboratory of Cardiopulmonary Cerebral Resuscitation, Beijing Chaoyang Hospital, Affiliated to Capital Medical University, Beijing, 100020, China","institution_ids":["https://openalex.org/I2800232565"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100374677","display_name":"Yongsheng Zhang","orcid":"https://orcid.org/0009-0009-0714-3374"},"institutions":[{"id":"https://openalex.org/I4210153274","display_name":"Shandong Provincial QianFoShan Hospital","ror":"https://ror.org/03wnrsb51","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210153274"]},{"id":"https://openalex.org/I4210163399","display_name":"Shandong First Medical University","ror":"https://ror.org/05jb9pq57","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210163399"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Yongsheng Zhang","raw_affiliation_strings":["Department of Health Management, Shandong Engineering Laboratory of Health Management, Institute of Health Management, the First Affiliated Hospital of Shandong First Medical University & Shandong Provincial Qianfoshan Hospital, Jinan, China. ruc_zys@126.com"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Health Management, Shandong Engineering Laboratory of Health Management, Institute of Health Management, the First Affiliated Hospital of Shandong First Medical University & Shandong Provincial Qianfoshan Hospital, Jinan, China. ruc_zys@126.com","institution_ids":["https://openalex.org/I4210153274","https://openalex.org/I4210163399"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5110375720","display_name":"Shubin Guo","orcid":"https://orcid.org/0009-0009-9783-7782"},"institutions":[{"id":"https://openalex.org/I2800232565","display_name":"Beijing Chao-Yang Hospital, Capital Medical University","ror":"https://ror.org/01eff5662","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I2800232565","https://openalex.org/I4210110145","https://openalex.org/I4210135108"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Shubin Guo","raw_affiliation_strings":["Emergency Medicine Clinical Research Center, Beijing Key Laboratory of Cardiopulmonary Cerebral Resuscitation, Beijing Chaoyang Hospital, Affiliated to Capital Medical University, Beijing, 100020, China. shubin007@yeah.net"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Emergency Medicine Clinical Research Center, Beijing Key Laboratory of Cardiopulmonary Cerebral Resuscitation, Beijing Chaoyang Hospital, Affiliated to Capital Medical University, Beijing, 100020, China. shubin007@yeah.net","institution_ids":["https://openalex.org/I2800232565"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5100374677","https://openalex.org/A5110375720"],"corresponding_institution_ids":["https://openalex.org/I2800232565","https://openalex.org/I4210153274","https://openalex.org/I4210163399"],"apc_list":{"value":2690,"currency":"USD","value_usd":2690},"apc_paid":{"value":2690,"currency":"USD","value_usd":2690},"fwci":8.806,"has_fulltext":true,"cited_by_count":8,"citation_normalized_percentile":{"value":0.98238975,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":96,"max":99},"biblio":{"volume":"25","issue":"1","first_page":"198","last_page":"198"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10760","display_name":"Pancreatitis Pathology and Treatment","score":0.9065999984741211,"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":0.9065999984741211,"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/T10231","display_name":"Pancreatic and Hepatic Oncology Research","score":0.04309999942779541,"subfield":{"id":"https://openalex.org/subfields/2730","display_name":"Oncology"},"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":0.018300000578165054,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/health-informatics","display_name":"Health informatics","score":0.7116941809654236},{"id":"https://openalex.org/keywords/acute-pancreatitis","display_name":"Acute pancreatitis","score":0.7081944346427917},{"id":"https://openalex.org/keywords/intensive-care-unit","display_name":"Intensive care unit","score":0.7061452865600586},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.5781346559524536},{"id":"https://openalex.org/keywords/intensive-care-medicine","display_name":"Intensive care medicine","score":0.5128160119056702},{"id":"https://openalex.org/keywords/unit","display_name":"Unit (ring theory)","score":0.4474859833717346},{"id":"https://openalex.org/keywords/emergency-medicine","display_name":"Emergency medicine","score":0.4025985300540924},{"id":"https://openalex.org/keywords/medical-emergency","display_name":"Medical emergency","score":0.3957021236419678},{"id":"https://openalex.org/keywords/internal-medicine","display_name":"Internal medicine","score":0.2167963981628418},{"id":"https://openalex.org/keywords/nursing","display_name":"Nursing","score":0.19352960586547852},{"id":"https://openalex.org/keywords/public-health","display_name":"Public health","score":0.18776670098304749},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.12601834535598755}],"concepts":[{"id":"https://openalex.org/C145642194","wikidata":"https://www.wikidata.org/wiki/Q870895","display_name":"Health informatics","level":3,"score":0.7116941809654236},{"id":"https://openalex.org/C2776670229","wikidata":"https://www.wikidata.org/wiki/Q854573","display_name":"Acute pancreatitis","level":2,"score":0.7081944346427917},{"id":"https://openalex.org/C2776376669","wikidata":"https://www.wikidata.org/wiki/Q5094647","display_name":"Intensive care unit","level":2,"score":0.7061452865600586},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.5781346559524536},{"id":"https://openalex.org/C177713679","wikidata":"https://www.wikidata.org/wiki/Q679690","display_name":"Intensive care medicine","level":1,"score":0.5128160119056702},{"id":"https://openalex.org/C122637931","wikidata":"https://www.wikidata.org/wiki/Q118084","display_name":"Unit (ring theory)","level":2,"score":0.4474859833717346},{"id":"https://openalex.org/C194828623","wikidata":"https://www.wikidata.org/wiki/Q2861470","display_name":"Emergency medicine","level":1,"score":0.4025985300540924},{"id":"https://openalex.org/C545542383","wikidata":"https://www.wikidata.org/wiki/Q2751242","display_name":"Medical emergency","level":1,"score":0.3957021236419678},{"id":"https://openalex.org/C126322002","wikidata":"https://www.wikidata.org/wiki/Q11180","display_name":"Internal medicine","level":1,"score":0.2167963981628418},{"id":"https://openalex.org/C159110408","wikidata":"https://www.wikidata.org/wiki/Q121176","display_name":"Nursing","level":1,"score":0.19352960586547852},{"id":"https://openalex.org/C138816342","wikidata":"https://www.wikidata.org/wiki/Q189603","display_name":"Public health","level":2,"score":0.18776670098304749},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.12601834535598755},{"id":"https://openalex.org/C145420912","wikidata":"https://www.wikidata.org/wiki/Q853077","display_name":"Mathematics education","level":1,"score":0.0}],"mesh":[{"descriptor_ui":"D000069550","descriptor_name":"Machine Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000069550","descriptor_name":"Machine Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000069550","descriptor_name":"Machine Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000069550","descriptor_name":"Machine Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000208","descriptor_name":"Acute Disease","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000208","descriptor_name":"Acute Disease","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000208","descriptor_name":"Acute Disease","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000208","descriptor_name":"Acute Disease","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":"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":"D007362","descriptor_name":"Intensive Care Units","qualifier_ui":"Q000706","qualifier_name":"statistics & numerical data","is_major_topic":true},{"descriptor_ui":"D007362","descriptor_name":"Intensive Care Units","qualifier_ui":"Q000706","qualifier_name":"statistics & numerical data","is_major_topic":true},{"descriptor_ui":"D007362","descriptor_name":"Intensive Care Units","qualifier_ui":"Q000706","qualifier_name":"statistics & numerical data","is_major_topic":true},{"descriptor_ui":"D007362","descriptor_name":"Intensive Care Units","qualifier_ui":"Q000706","qualifier_name":"statistics & numerical data","is_major_topic":true},{"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":"Q000401","qualifier_name":"mortality","is_major_topic":true},{"descriptor_ui":"D010195","descriptor_name":"Pancreatitis","qualifier_ui":"Q000401","qualifier_name":"mortality","is_major_topic":true},{"descriptor_ui":"D010195","descriptor_name":"Pancreatitis","qualifier_ui":"Q000401","qualifier_name":"mortality","is_major_topic":true},{"descriptor_ui":"D010195","descriptor_name":"Pancreatitis","qualifier_ui":"Q000401","qualifier_name":"mortality","is_major_topic":true},{"descriptor_ui":"D017052","descriptor_name":"Hospital Mortality","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D017052","descriptor_name":"Hospital Mortality","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D017052","descriptor_name":"Hospital Mortality","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D017052","descriptor_name":"Hospital Mortality","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true}],"locations_count":4,"locations":[{"id":"doi:10.1186/s12911-025-03033-4","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s12911-025-03033-4","pdf_url":"https://bmcmedinformdecismak.biomedcentral.com/counter/pdf/10.1186/s12911-025-03033-4","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-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:40426158","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/40426158","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:83dc276d27be4aaf85f28588bb3b0886","is_oa":true,"landing_page_url":"https://doaj.org/article/83dc276d27be4aaf85f28588bb3b0886","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:12117972","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/12117972","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/s12911-025-03033-4","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s12911-025-03033-4","pdf_url":"https://bmcmedinformdecismak.biomedcentral.com/counter/pdf/10.1186/s12911-025-03033-4","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-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":[{"display_name":"Good health and well-being","id":"https://metadata.un.org/sdg/3","score":0.8100000023841858}],"awards":[{"id":"https://openalex.org/G4126056001","display_name":null,"funder_award_id":"Z211100002921061","funder_id":"https://openalex.org/F4320325902","funder_display_name":"Beijing Municipal Science and Technology Commission"}],"funders":[{"id":"https://openalex.org/F4320325902","display_name":"Beijing Municipal Science and Technology Commission","ror":null}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4410780293.pdf","grobid_xml":"https://content.openalex.org/works/W4410780293.grobid-xml"},"referenced_works_count":36,"referenced_works":["https://openalex.org/W1723129825","https://openalex.org/W2048110056","https://openalex.org/W2060762784","https://openalex.org/W2096719385","https://openalex.org/W2118113320","https://openalex.org/W2122148598","https://openalex.org/W2396881363","https://openalex.org/W2565751006","https://openalex.org/W2605123834","https://openalex.org/W2766878249","https://openalex.org/W2792670363","https://openalex.org/W2811115492","https://openalex.org/W2886522935","https://openalex.org/W2890970259","https://openalex.org/W2891910989","https://openalex.org/W2908272298","https://openalex.org/W2946302516","https://openalex.org/W2947182275","https://openalex.org/W2973049920","https://openalex.org/W3094948551","https://openalex.org/W3126598488","https://openalex.org/W3175137579","https://openalex.org/W3208851770","https://openalex.org/W3211527358","https://openalex.org/W4206755370","https://openalex.org/W4214774064","https://openalex.org/W4224699402","https://openalex.org/W4287836498","https://openalex.org/W4297905650","https://openalex.org/W4307166411","https://openalex.org/W4313439128","https://openalex.org/W4366606620","https://openalex.org/W4367148685","https://openalex.org/W4376646353","https://openalex.org/W4391718168","https://openalex.org/W4401918924"],"related_works":["https://openalex.org/W4402132377","https://openalex.org/W2762703611","https://openalex.org/W2349005457","https://openalex.org/W4390574386","https://openalex.org/W2771476068","https://openalex.org/W2351913539","https://openalex.org/W611386996","https://openalex.org/W2119024497","https://openalex.org/W2055927825","https://openalex.org/W2883256220"],"abstract_inverted_index":{"BACKGROUND:":[0],"Acute":[1],"pancreatitis":[2],"(AP)":[3],"represents":[4],"a":[5,86,125,209,295,299],"critical":[6],"medical":[7],"condition":[8],"where":[9],"timely":[10],"and":[11,70,77,106,151,160,192,204,285,298],"precise":[12],"prediction":[13],"of":[14,30,89,128,163,183,294,306],"in-hospital":[15,39,179,256],"mortality":[16,40,257],"is":[17],"crucial":[18],"for":[19,63,118],"guiding":[20],"optimal":[21],"clinical":[22,147,279,311],"management.":[23],"This":[24],"study":[25,52,170],"focuses":[26],"on":[27],"the":[28,59,97,100,119,129,197,202,215,221,224,232,235,263,268,304],"development":[29,293],"advanced":[31],"machine":[32,81],"learning":[33,82],"(ML)":[34,83],"models":[35,249,309],"to":[36,45,92,141,188,278,289],"accurately":[37],"predict":[38],"among":[41,193,258],"AP":[42,173,261],"patients":[43,259,284],"admitted":[44],"intensive":[46],"care":[47],"unit":[48],"(ICU).":[49],"METHOD:":[50],"Our":[51],"utilized":[53,187],"data":[54],"from":[55,238],"three":[56],"distinct":[57,80],"sources:":[58],"Medical":[60],"Information":[61],"Mart":[62],"Intensive":[64],"Care":[65],"III":[66],"(MIMIC-III),":[67],"MIMIC-IV":[68],"databases,":[69],"Beijing":[71,239],"Chaoyang":[72,240],"Hospital.":[73],"We":[74],"systematically":[75],"developed":[76,124],"evaluated":[78],"11":[79],"models,":[84,191,267],"employing":[85],"comprehensive":[87],"set":[88,182,226],"evaluation":[90],"metrics":[91],"assess":[93],"model":[94,130,270,297],"performance,":[95,274],"including":[96],"area":[98],"under":[99],"curve":[101],"(AUC).":[102],"To":[103,145,207],"enhance":[104,290],"interpretability":[105],"identify":[107],"key":[108],"predictive":[109,143,166,273],"features,":[110],"we":[111,123,149,213],"implemented":[112],"Shapley":[113],"Additive":[114],"Explanations":[115],"(SHAP)":[116],"analysis":[117],"top-performing":[120],"model.":[121,167],"Furthermore,":[122],"streamlined":[126],"version":[127],"through":[131],"strategic":[132],"feature":[133],"reduction,":[134],"followed":[135],"by":[136],"rigorous":[137],"hyperparameter":[138],"optimization":[139],"(HPO)":[140],"maximize":[142],"performance.":[144],"facilitate":[146],"implementation,":[148],"designed":[150],"deployed":[152],"an":[153],"intuitive":[154],"web-based":[155,300],"calculator,":[156],"enabling":[157],"convenient":[158],"access":[159],"practical":[161],"application":[162],"our":[164],"optimized":[165],"RESULT:":[168],"The":[169,292],"analyzed":[171],"1802":[172],"patients,":[174],"with":[175,260],"266":[176],"(14.8%)":[177],"experiencing":[178],"mortality.":[180],"A":[181],"27":[184],"features":[185],"was":[186,242],"construct":[189],"various":[190],"them,":[194],"CatBoost":[195,269],"demonstrated":[196],"highest":[198],"performance":[199],"in":[200,223,234,254,262,281,310],"both":[201],"validation":[203,237],"test":[205,225],"sets.":[206],"create":[208],"more":[210],"concise":[211],"model,":[212],"selected":[214],"top":[216],"13":[217],"features.":[218],"After":[219],"HPO,":[220],"AUC":[222,233],"reached":[227],"0.835":[228],"(95%":[229,244],"CI:":[230,245],"0.793-0.872),":[231],"external":[236],"hospital":[241],"0.782":[243],"0.699-0.860).":[246],"CONCLUSION:":[247],"ML":[248],"have":[250],"shown":[251],"promising":[252],"reliability":[253],"predicting":[255],"ICU.":[264],"Among":[265],"these":[266,308],"exhibits":[271],"superior":[272],"providing":[275],"valuable":[276],"assistance":[277],"practitioners":[280],"identifying":[282],"high-risk":[283],"facilitating":[286],"early":[287],"interventions":[288],"prognosis.":[291],"compact":[296],"calculator":[301],"further":[302],"enhances":[303],"convenience":[305],"using":[307],"practice.":[312]},"counts_by_year":[{"year":2026,"cited_by_count":5},{"year":2025,"cited_by_count":3}],"updated_date":"2026-07-29T09:40:50.615796","created_date":"2025-10-10T00:00:00"}