{"id":"https://openalex.org/W4366422919","doi":"https://doi.org/10.1186/s12911-023-02157-9","title":"Development and validation of a nomogram for blood transfusion during intracranial aneurysm clamping surgery: a retrospective analysis","display_name":"Development and validation of a nomogram for blood transfusion during intracranial aneurysm clamping surgery: a retrospective analysis","publication_year":2023,"publication_date":"2023-04-19","ids":{"openalex":"https://openalex.org/W4366422919","doi":"https://doi.org/10.1186/s12911-023-02157-9","pmid":"https://pubmed.ncbi.nlm.nih.gov/37076865"},"language":"en","primary_location":{"id":"doi:10.1186/s12911-023-02157-9","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s12911-023-02157-9","pdf_url":"https://bmcmedinformdecismak.biomedcentral.com/counter/pdf/10.1186/s12911-023-02157-9","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/counter/pdf/10.1186/s12911-023-02157-9","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5082048466","display_name":"Shugen Xiao","orcid":null},"institutions":[{"id":"https://openalex.org/I4210113795","display_name":"Hubei University of Arts and Science","ror":"https://ror.org/0212jcf64","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210113795"]},{"id":"https://openalex.org/I4210119234","display_name":"Xiangyang Central Hospital","ror":"https://ror.org/02dx2xm20","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210119234"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Shugen Xiao","raw_affiliation_strings":["Institute of Brain Disease and Neuroscience, Department of Anesthesiology, Xiangyang Central Hospital, Affiliated Hospital of Hubei University of Arts and Science, Xiangyang, Hubei, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Institute of Brain Disease and Neuroscience, Department of Anesthesiology, Xiangyang Central Hospital, Affiliated Hospital of Hubei University of Arts and Science, Xiangyang, Hubei, China","institution_ids":["https://openalex.org/I4210113795","https://openalex.org/I4210119234"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5091832997","display_name":"Fan Liu","orcid":"https://orcid.org/0000-0001-9241-8161"},"institutions":[{"id":"https://openalex.org/I4210113795","display_name":"Hubei University of Arts and Science","ror":"https://ror.org/0212jcf64","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210113795"]},{"id":"https://openalex.org/I4210119234","display_name":"Xiangyang Central Hospital","ror":"https://ror.org/02dx2xm20","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210119234"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Fan Liu","raw_affiliation_strings":["Institute of Brain Disease and Neuroscience, Department of Anesthesiology, Xiangyang Central Hospital, Affiliated Hospital of Hubei University of Arts and Science, Xiangyang, Hubei, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Institute of Brain Disease and Neuroscience, Department of Anesthesiology, Xiangyang Central Hospital, Affiliated Hospital of Hubei University of Arts and Science, Xiangyang, Hubei, China","institution_ids":["https://openalex.org/I4210113795","https://openalex.org/I4210119234"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5017914683","display_name":"Liyuan Yu","orcid":"https://orcid.org/0000-0002-8973-7476"},"institutions":[{"id":"https://openalex.org/I4210113795","display_name":"Hubei University of Arts and Science","ror":"https://ror.org/0212jcf64","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210113795"]},{"id":"https://openalex.org/I4210119234","display_name":"Xiangyang Central Hospital","ror":"https://ror.org/02dx2xm20","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210119234"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Liyuan Yu","raw_affiliation_strings":["Institute of Brain Disease and Neuroscience, Department of Anesthesiology, Xiangyang Central Hospital, Affiliated Hospital of Hubei University of Arts and Science, Xiangyang, Hubei, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Institute of Brain Disease and Neuroscience, Department of Anesthesiology, Xiangyang Central Hospital, Affiliated Hospital of Hubei University of Arts and Science, Xiangyang, Hubei, China","institution_ids":["https://openalex.org/I4210113795","https://openalex.org/I4210119234"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5022078801","display_name":"Xiaopei Li","orcid":"https://orcid.org/0000-0002-4438-9439"},"institutions":[{"id":"https://openalex.org/I4210113795","display_name":"Hubei University of Arts and Science","ror":"https://ror.org/0212jcf64","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210113795"]},{"id":"https://openalex.org/I4210119234","display_name":"Xiangyang Central Hospital","ror":"https://ror.org/02dx2xm20","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210119234"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xiaopei Li","raw_affiliation_strings":["Institute of Brain Disease and Neuroscience, Department of Anesthesiology, Xiangyang Central Hospital, Affiliated Hospital of Hubei University of Arts and Science, Xiangyang, Hubei, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Institute of Brain Disease and Neuroscience, Department of Anesthesiology, Xiangyang Central Hospital, Affiliated Hospital of Hubei University of Arts and Science, Xiangyang, Hubei, China","institution_ids":["https://openalex.org/I4210113795","https://openalex.org/I4210119234"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5055067255","display_name":"Xihong Ye","orcid":null},"institutions":[{"id":"https://openalex.org/I4210113795","display_name":"Hubei University of Arts and Science","ror":"https://ror.org/0212jcf64","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210113795"]},{"id":"https://openalex.org/I4210119234","display_name":"Xiangyang Central Hospital","ror":"https://ror.org/02dx2xm20","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210119234"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Xihong Ye","raw_affiliation_strings":["Institute of Brain Disease and Neuroscience, Department of Anesthesiology, Xiangyang Central Hospital, Affiliated Hospital of Hubei University of Arts and Science, Xiangyang, Hubei, China. Yezi703@126.com","Institute of Brain Disease and Neuroscience, Department of Anesthesiology, Xiangyang Central Hospital, Affiliated Hospital of Hubei University of Arts and Science, Xiangyang, Hubei, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Institute of Brain Disease and Neuroscience, Department of Anesthesiology, Xiangyang Central Hospital, Affiliated Hospital of Hubei University of Arts and Science, Xiangyang, Hubei, China. Yezi703@126.com","institution_ids":["https://openalex.org/I4210113795"]},{"raw_affiliation_string":"Institute of Brain Disease and Neuroscience, Department of Anesthesiology, Xiangyang Central Hospital, Affiliated Hospital of Hubei University of Arts and Science, Xiangyang, Hubei, China","institution_ids":["https://openalex.org/I4210113795","https://openalex.org/I4210119234"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5066306778","display_name":"Xingrui Gong","orcid":"https://orcid.org/0000-0002-8180-0661"},"institutions":[{"id":"https://openalex.org/I4210113795","display_name":"Hubei University of Arts and Science","ror":"https://ror.org/0212jcf64","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210113795"]},{"id":"https://openalex.org/I4210119234","display_name":"Xiangyang Central Hospital","ror":"https://ror.org/02dx2xm20","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210119234"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Xingrui Gong","raw_affiliation_strings":["Institute of Brain Disease and Neuroscience, Department of Anesthesiology, Xiangyang Central Hospital, Affiliated Hospital of Hubei University of Arts and Science, Xiangyang, Hubei, China. gongxrhbxy@sohu.com","Institute of Brain Disease and Neuroscience, Department of Anesthesiology, Xiangyang Central Hospital, Affiliated Hospital of Hubei University of Arts and Science, Xiangyang, Hubei, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Institute of Brain Disease and Neuroscience, Department of Anesthesiology, Xiangyang Central Hospital, Affiliated Hospital of Hubei University of Arts and Science, Xiangyang, Hubei, China. gongxrhbxy@sohu.com","institution_ids":["https://openalex.org/I4210113795"]},{"raw_affiliation_string":"Institute of Brain Disease and Neuroscience, Department of Anesthesiology, Xiangyang Central Hospital, Affiliated Hospital of Hubei University of Arts and Science, Xiangyang, Hubei, China","institution_ids":["https://openalex.org/I4210113795","https://openalex.org/I4210119234"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5055067255","https://openalex.org/A5066306778"],"corresponding_institution_ids":["https://openalex.org/I4210113795","https://openalex.org/I4210119234"],"apc_list":{"value":1570,"currency":"GBP","value_usd":1925},"apc_paid":{"value":1570,"currency":"GBP","value_usd":1925},"fwci":0.4988,"has_fulltext":true,"cited_by_count":5,"citation_normalized_percentile":{"value":0.55932886,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":98},"biblio":{"volume":"23","issue":"1","first_page":"71","last_page":"71"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10693","display_name":"Blood transfusion and management","score":0.9068999886512756,"subfield":{"id":"https://openalex.org/subfields/2704","display_name":"Biochemistry"},"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/T10693","display_name":"Blood transfusion and management","score":0.9068999886512756,"subfield":{"id":"https://openalex.org/subfields/2704","display_name":"Biochemistry"},"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/T10420","display_name":"Intracranial Aneurysms: Treatment and Complications","score":0.03449999913573265,"subfield":{"id":"https://openalex.org/subfields/2728","display_name":"Neurology"},"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/T11116","display_name":"Trauma, Hemostasis, Coagulopathy, Resuscitation","score":0.017500000074505806,"subfield":{"id":"https://openalex.org/subfields/2706","display_name":"Critical Care and Intensive Care Medicine"},"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/nomogram","display_name":"Nomogram","score":0.9513953924179077},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.8837919235229492},{"id":"https://openalex.org/keywords/logistic-regression","display_name":"Logistic regression","score":0.5978259444236755},{"id":"https://openalex.org/keywords/aneurysm","display_name":"Aneurysm","score":0.57379549741745},{"id":"https://openalex.org/keywords/blood-transfusion","display_name":"Blood transfusion","score":0.5646424293518066},{"id":"https://openalex.org/keywords/surgery","display_name":"Surgery","score":0.45890942215919495},{"id":"https://openalex.org/keywords/internal-medicine","display_name":"Internal medicine","score":0.19821995496749878}],"concepts":[{"id":"https://openalex.org/C34626388","wikidata":"https://www.wikidata.org/wiki/Q721129","display_name":"Nomogram","level":2,"score":0.9513953924179077},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.8837919235229492},{"id":"https://openalex.org/C151956035","wikidata":"https://www.wikidata.org/wiki/Q1132755","display_name":"Logistic regression","level":2,"score":0.5978259444236755},{"id":"https://openalex.org/C2776098176","wikidata":"https://www.wikidata.org/wiki/Q189389","display_name":"Aneurysm","level":2,"score":0.57379549741745},{"id":"https://openalex.org/C2780014101","wikidata":"https://www.wikidata.org/wiki/Q183605","display_name":"Blood transfusion","level":2,"score":0.5646424293518066},{"id":"https://openalex.org/C141071460","wikidata":"https://www.wikidata.org/wiki/Q40821","display_name":"Surgery","level":1,"score":0.45890942215919495},{"id":"https://openalex.org/C126322002","wikidata":"https://www.wikidata.org/wiki/Q11180","display_name":"Internal medicine","level":1,"score":0.19821995496749878}],"mesh":[{"descriptor_ui":"D001803","descriptor_name":"Blood Transfusion","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D001803","descriptor_name":"Blood Transfusion","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D001803","descriptor_name":"Blood Transfusion","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D002532","descriptor_name":"Intracranial Aneurysm","qualifier_ui":"Q000601","qualifier_name":"surgery","is_major_topic":true},{"descriptor_ui":"D002532","descriptor_name":"Intracranial Aneurysm","qualifier_ui":"Q000601","qualifier_name":"surgery","is_major_topic":true},{"descriptor_ui":"D002532","descriptor_name":"Intracranial Aneurysm","qualifier_ui":"Q000601","qualifier_name":"surgery","is_major_topic":true},{"descriptor_ui":"D003250","descriptor_name":"Constriction","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D003250","descriptor_name":"Constriction","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D003250","descriptor_name":"Constriction","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":"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":"D049451","descriptor_name":"Nomograms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D049451","descriptor_name":"Nomograms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D049451","descriptor_name":"Nomograms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true}],"locations_count":4,"locations":[{"id":"doi:10.1186/s12911-023-02157-9","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s12911-023-02157-9","pdf_url":"https://bmcmedinformdecismak.biomedcentral.com/counter/pdf/10.1186/s12911-023-02157-9","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:37076865","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/37076865","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:pubmedcentral.nih.gov:10114399","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/10114399","pdf_url":"https://pmc.ncbi.nlm.nih.gov/articles/PMC10114399/pdf/12911_2023_Article_2157.pdf","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"},{"id":"pmh:oai:doaj.org/article:5f3623ad7576490c82b4ac97930b97ab","is_oa":true,"landing_page_url":"https://doaj.org/article/5f3623ad7576490c82b4ac97930b97ab","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 23, Iss 1, Pp 1-9 (2023)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1186/s12911-023-02157-9","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s12911-023-02157-9","pdf_url":"https://bmcmedinformdecismak.biomedcentral.com/counter/pdf/10.1186/s12911-023-02157-9","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":[{"id":"https://metadata.un.org/sdg/10","score":0.7099999785423279,"display_name":"Reduced inequalities"}],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":false},"content_urls":{"pdf":"https://content.openalex.org/works/W4366422919.pdf"},"referenced_works_count":32,"referenced_works":["https://openalex.org/W1969125419","https://openalex.org/W1969626211","https://openalex.org/W2044997787","https://openalex.org/W2050837299","https://openalex.org/W2065373495","https://openalex.org/W2068463156","https://openalex.org/W2079699793","https://openalex.org/W2082441989","https://openalex.org/W2087503908","https://openalex.org/W2136098489","https://openalex.org/W2163034869","https://openalex.org/W2165815813","https://openalex.org/W2184741786","https://openalex.org/W2229387242","https://openalex.org/W2341091631","https://openalex.org/W2400076017","https://openalex.org/W2409248229","https://openalex.org/W2509192169","https://openalex.org/W2531750597","https://openalex.org/W2565400474","https://openalex.org/W2753813048","https://openalex.org/W2760537253","https://openalex.org/W2885185690","https://openalex.org/W2913486166","https://openalex.org/W2913918156","https://openalex.org/W3033390231","https://openalex.org/W3079847395","https://openalex.org/W3113694508","https://openalex.org/W3125449054","https://openalex.org/W4200422583","https://openalex.org/W4213235589","https://openalex.org/W4297176418"],"related_works":["https://openalex.org/W2911441101","https://openalex.org/W1970018641","https://openalex.org/W4226494765","https://openalex.org/W1993821226","https://openalex.org/W2063908487","https://openalex.org/W3014240535","https://openalex.org/W4233588653","https://openalex.org/W2004029742","https://openalex.org/W1999313618","https://openalex.org/W2089138782"],"abstract_inverted_index":{"PURPOSE:":[0],"Intraoperative":[1],"blood":[2,23,88,111,188,206],"transfusion":[3,24,89,207],"is":[4],"associated":[5],"with":[6],"adverse":[7],"events.":[8],"We":[9],"aimed":[10],"to":[11,17,60,203],"establish":[12,61],"a":[13,66,145,182,194,199],"machine":[14,48],"learning":[15,49,56,179],"model":[16,57],"predict":[18,204],"the":[19,54,62,91,121,125,152,160,171],"probability":[20],"of":[21,72,120,159,186],"intraoperative":[22,87,187,205],"during":[25,90,208],"intracranial":[26,33,92],"aneurysm":[27,34,93,114,209],"surgery.":[28,94,117,210],"METHODS:":[29],"Patients,":[30],"who":[31],"underwent":[32],"surgery":[35],"in":[36,79,170],"our":[37],"hospital":[38],"between":[39],"January":[40],"2019":[41],"and":[42,53,113,135,166,173],"December":[43],"2021":[44],"were":[45,51,75,162],"enrolled.":[46],"Four":[47],"models":[50],"benchmarked":[52],"best":[55],"was":[58,149],"used":[59],"nomogram,":[63],"before":[64,116],"conducting":[65],"discriminative":[67,201],"assessment.":[68],"RESULTS:":[69],"A":[70,141],"total":[71],"375":[73],"patients":[74],"included":[76],"for":[77],"analysis":[78],"this":[80],"model,":[81,139],"among":[82],"whom":[83],"108":[84],"received":[85],"an":[86],"The":[95,156,190],"least":[96],"absolute":[97],"shrinkage":[98],"selection":[99],"operator":[100],"identified":[101],"six":[102,154],"preoperative":[103],"relative":[104],"factors:":[105],"hemoglobin,":[106],"platelet,":[107],"D-dimer,":[108],"sex,":[109],"white":[110],"cell,":[112],"rupture":[115],"Performance":[118],"evaluation":[119,185],"classification":[122],"error":[123],"demonstrated":[124],"following:":[126],"K-nearest":[127],"neighbor,":[128],"0.2903;":[129],"logistic":[130,146,195],"regression,":[131],"0.2290;":[132],"ranger,":[133],"0.2518;":[134],"extremely":[136],"gradient":[137],"boosting":[138],"0.2632.":[140],"nomogram":[142,161,191],"based":[143],"on":[144],"regression":[147,196],"algorithm":[148,197],"established":[150,192],"using":[151,193],"above":[153],"parameters.":[155],"AUC":[157],"values":[158],"0.828":[163],"(0.775,":[164],"0.881)":[165],"0.796":[167],"(0.710,":[168],"0.882)":[169],"development":[172],"validation":[174],"groups,":[175],"respectively.":[176],"CONCLUSIONS:":[177],"Machine":[178],"algorithms":[180],"present":[181],"good":[183,200],"performance":[184],"transfusion.":[189],"showed":[198],"ability":[202]},"counts_by_year":[{"year":2025,"cited_by_count":4},{"year":2024,"cited_by_count":1}],"updated_date":"2026-06-15T08:34:33.830935","created_date":"2025-10-10T00:00:00"}