{"id":"https://openalex.org/W4407761749","doi":"https://doi.org/10.1186/s12911-025-02934-8","title":"Decision tree model for predicting ovarian tumor malignancy based on clinical markers and preoperative circulating blood cells","display_name":"Decision tree model for predicting ovarian tumor malignancy based on clinical markers and preoperative circulating blood cells","publication_year":2025,"publication_date":"2025-02-20","ids":{"openalex":"https://openalex.org/W4407761749","doi":"https://doi.org/10.1186/s12911-025-02934-8","pmid":"https://pubmed.ncbi.nlm.nih.gov/39979997"},"language":"en","primary_location":{"id":"doi:10.1186/s12911-025-02934-8","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s12911-025-02934-8","pdf_url":"https://bmcmedinformdecismak.biomedcentral.com/counter/pdf/10.1186/s12911-025-02934-8","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/s12911-025-02934-8","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5003299639","display_name":"Yingjia Li","orcid":"https://orcid.org/0000-0002-8885-2317"},"institutions":[{"id":"https://openalex.org/I139660479","display_name":"Central South University","ror":"https://ror.org/00f1zfq44","country_code":"CN","type":"education","lineage":["https://openalex.org/I139660479"]},{"id":"https://openalex.org/I4210156904","display_name":"Third Xiangya Hospital","ror":"https://ror.org/05akvb491","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210156904"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yingjia Li","raw_affiliation_strings":["The Third Xiangya Hospital of Central South University, Changsha, 410013, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"The Third Xiangya Hospital of Central South University, Changsha, 410013, China","institution_ids":["https://openalex.org/I139660479","https://openalex.org/I4210156904"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101937552","display_name":"Xingping Zhao","orcid":"https://orcid.org/0000-0003-1071-4683"},"institutions":[{"id":"https://openalex.org/I139660479","display_name":"Central South University","ror":"https://ror.org/00f1zfq44","country_code":"CN","type":"education","lineage":["https://openalex.org/I139660479"]},{"id":"https://openalex.org/I4210156904","display_name":"Third Xiangya Hospital","ror":"https://ror.org/05akvb491","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210156904"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xingping Zhao","raw_affiliation_strings":["The Third Xiangya Hospital of Central South University, Changsha, 410013, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"The Third Xiangya Hospital of Central South University, Changsha, 410013, China","institution_ids":["https://openalex.org/I139660479","https://openalex.org/I4210156904"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5085452440","display_name":"Yanhua Zhou","orcid":"https://orcid.org/0000-0002-4099-4893"},"institutions":[{"id":"https://openalex.org/I139660479","display_name":"Central South University","ror":"https://ror.org/00f1zfq44","country_code":"CN","type":"education","lineage":["https://openalex.org/I139660479"]},{"id":"https://openalex.org/I4210156904","display_name":"Third Xiangya Hospital","ror":"https://ror.org/05akvb491","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210156904"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yanhua Zhou","raw_affiliation_strings":["The Third Xiangya Hospital of Central South University, Changsha, 410013, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"The Third Xiangya Hospital of Central South University, Changsha, 410013, China","institution_ids":["https://openalex.org/I139660479","https://openalex.org/I4210156904"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5039086750","display_name":"Li-Na Gong","orcid":null},"institutions":[{"id":"https://openalex.org/I139660479","display_name":"Central South University","ror":"https://ror.org/00f1zfq44","country_code":"CN","type":"education","lineage":["https://openalex.org/I139660479"]},{"id":"https://openalex.org/I4210156904","display_name":"Third Xiangya Hospital","ror":"https://ror.org/05akvb491","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210156904"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Lina Gong","raw_affiliation_strings":["The Third Xiangya Hospital of Central South University, Changsha, 410013, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"The Third Xiangya Hospital of Central South University, Changsha, 410013, China","institution_ids":["https://openalex.org/I139660479","https://openalex.org/I4210156904"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5044582784","display_name":"Enuo Peng","orcid":null},"institutions":[{"id":"https://openalex.org/I139660479","display_name":"Central South University","ror":"https://ror.org/00f1zfq44","country_code":"CN","type":"education","lineage":["https://openalex.org/I139660479"]},{"id":"https://openalex.org/I4210156904","display_name":"Third Xiangya Hospital","ror":"https://ror.org/05akvb491","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210156904"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Enuo Peng","raw_affiliation_strings":["The Third Xiangya Hospital of Central South University, Changsha, 410013, China. pengena@163.com","The Third Xiangya Hospital of Central South University, Changsha, 410013, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"The Third Xiangya Hospital of Central South University, Changsha, 410013, China. pengena@163.com","institution_ids":["https://openalex.org/I139660479","https://openalex.org/I4210156904"]},{"raw_affiliation_string":"The Third Xiangya Hospital of Central South University, Changsha, 410013, China","institution_ids":["https://openalex.org/I139660479","https://openalex.org/I4210156904"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5044582784"],"corresponding_institution_ids":["https://openalex.org/I139660479","https://openalex.org/I4210156904"],"apc_list":{"value":2690,"currency":"USD","value_usd":2690},"apc_paid":{"value":2690,"currency":"USD","value_usd":2690},"fwci":3.3367,"has_fulltext":true,"cited_by_count":7,"citation_normalized_percentile":{"value":0.92813244,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":95,"max":99},"biblio":{"volume":"25","issue":"1","first_page":"94","last_page":"94"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11355","display_name":"Inflammatory Biomarkers in Disease Prognosis","score":0.5331000089645386,"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"}},"topics":[{"id":"https://openalex.org/T11355","display_name":"Inflammatory Biomarkers in Disease Prognosis","score":0.5331000089645386,"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/T10550","display_name":"Ovarian cancer diagnosis and treatment","score":0.13079999387264252,"subfield":{"id":"https://openalex.org/subfields/2743","display_name":"Reproductive Medicine"},"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/T13027","display_name":"Applied Advanced Technologies","score":0.04899999871850014,"subfield":{"id":"https://openalex.org/subfields/2209","display_name":"Industrial and Manufacturing Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/health-informatics","display_name":"Health informatics","score":0.7178507447242737},{"id":"https://openalex.org/keywords/decision-tree","display_name":"Decision tree","score":0.6507460474967957},{"id":"https://openalex.org/keywords/malignancy","display_name":"Malignancy","score":0.6165733337402344},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.5376286506652832},{"id":"https://openalex.org/keywords/circulating-tumor-cell","display_name":"Circulating tumor cell","score":0.5196398496627808},{"id":"https://openalex.org/keywords/internal-medicine","display_name":"Internal medicine","score":0.45540767908096313},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.38867515325546265},{"id":"https://openalex.org/keywords/oncology","display_name":"Oncology","score":0.3773716986179352},{"id":"https://openalex.org/keywords/pathology","display_name":"Pathology","score":0.3407505750656128},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.19645726680755615},{"id":"https://openalex.org/keywords/cancer","display_name":"Cancer","score":0.14290910959243774},{"id":"https://openalex.org/keywords/metastasis","display_name":"Metastasis","score":0.14014354348182678},{"id":"https://openalex.org/keywords/public-health","display_name":"Public health","score":0.09256544709205627}],"concepts":[{"id":"https://openalex.org/C145642194","wikidata":"https://www.wikidata.org/wiki/Q870895","display_name":"Health informatics","level":3,"score":0.7178507447242737},{"id":"https://openalex.org/C84525736","wikidata":"https://www.wikidata.org/wiki/Q831366","display_name":"Decision tree","level":2,"score":0.6507460474967957},{"id":"https://openalex.org/C2779399171","wikidata":"https://www.wikidata.org/wiki/Q1483951","display_name":"Malignancy","level":2,"score":0.6165733337402344},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.5376286506652832},{"id":"https://openalex.org/C61238886","wikidata":"https://www.wikidata.org/wiki/Q5121689","display_name":"Circulating tumor cell","level":4,"score":0.5196398496627808},{"id":"https://openalex.org/C126322002","wikidata":"https://www.wikidata.org/wiki/Q11180","display_name":"Internal medicine","level":1,"score":0.45540767908096313},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.38867515325546265},{"id":"https://openalex.org/C143998085","wikidata":"https://www.wikidata.org/wiki/Q162555","display_name":"Oncology","level":1,"score":0.3773716986179352},{"id":"https://openalex.org/C142724271","wikidata":"https://www.wikidata.org/wiki/Q7208","display_name":"Pathology","level":1,"score":0.3407505750656128},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.19645726680755615},{"id":"https://openalex.org/C121608353","wikidata":"https://www.wikidata.org/wiki/Q12078","display_name":"Cancer","level":2,"score":0.14290910959243774},{"id":"https://openalex.org/C2779013556","wikidata":"https://www.wikidata.org/wiki/Q181876","display_name":"Metastasis","level":3,"score":0.14014354348182678},{"id":"https://openalex.org/C138816342","wikidata":"https://www.wikidata.org/wiki/Q189603","display_name":"Public health","level":2,"score":0.09256544709205627}],"mesh":[{"descriptor_ui":"D000069550","descriptor_name":"Machine Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000069550","descriptor_name":"Machine Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000069550","descriptor_name":"Machine Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000069550","descriptor_name":"Machine Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000069550","descriptor_name":"Machine Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000069550","descriptor_name":"Machine Learning","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":"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":"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":"D003663","descriptor_name":"Decision Trees","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D003663","descriptor_name":"Decision Trees","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D003663","descriptor_name":"Decision Trees","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D003663","descriptor_name":"Decision Trees","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D003663","descriptor_name":"Decision Trees","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D003663","descriptor_name":"Decision Trees","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"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":"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":"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":"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":"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":"D010051","descriptor_name":"Ovarian Neoplasms","qualifier_ui":"Q000097","qualifier_name":"blood","is_major_topic":true},{"descriptor_ui":"D010051","descriptor_name":"Ovarian Neoplasms","qualifier_ui":"Q000097","qualifier_name":"blood","is_major_topic":true},{"descriptor_ui":"D010051","descriptor_name":"Ovarian Neoplasms","qualifier_ui":"Q000097","qualifier_name":"blood","is_major_topic":true},{"descriptor_ui":"D010051","descriptor_name":"Ovarian Neoplasms","qualifier_ui":"Q000097","qualifier_name":"blood","is_major_topic":true},{"descriptor_ui":"D010051","descriptor_name":"Ovarian Neoplasms","qualifier_ui":"Q000097","qualifier_name":"blood","is_major_topic":true},{"descriptor_ui":"D010051","descriptor_name":"Ovarian Neoplasms","qualifier_ui":"Q000097","qualifier_name":"blood","is_major_topic":true},{"descriptor_ui":"D010051","descriptor_name":"Ovarian Neoplasms","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":true},{"descriptor_ui":"D010051","descriptor_name":"Ovarian Neoplasms","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":true},{"descriptor_ui":"D010051","descriptor_name":"Ovarian Neoplasms","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":true},{"descriptor_ui":"D014408","descriptor_name":"Biomarkers, Tumor","qualifier_ui":"Q000097","qualifier_name":"blood","is_major_topic":true},{"descriptor_ui":"D014408","descriptor_name":"Biomarkers, Tumor","qualifier_ui":"Q000097","qualifier_name":"blood","is_major_topic":false},{"descriptor_ui":"D014408","descriptor_name":"Biomarkers, Tumor","qualifier_ui":"Q000097","qualifier_name":"blood","is_major_topic":false},{"descriptor_ui":"D014408","descriptor_name":"Biomarkers, Tumor","qualifier_ui":"Q000097","qualifier_name":"blood","is_major_topic":true},{"descriptor_ui":"D014408","descriptor_name":"Biomarkers, Tumor","qualifier_ui":"Q000097","qualifier_name":"blood","is_major_topic":false},{"descriptor_ui":"D014408","descriptor_name":"Biomarkers, Tumor","qualifier_ui":"Q000097","qualifier_name":"blood","is_major_topic":true}],"locations_count":4,"locations":[{"id":"doi:10.1186/s12911-025-02934-8","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s12911-025-02934-8","pdf_url":"https://bmcmedinformdecismak.biomedcentral.com/counter/pdf/10.1186/s12911-025-02934-8","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:39979997","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/39979997","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:8587170bf20b4c6ca71635827743c38b","is_oa":false,"landing_page_url":"https://doaj.org/article/8587170bf20b4c6ca71635827743c38b","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":null,"license_id":null,"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:11844102","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/11844102","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/s12911-025-02934-8","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s12911-025-02934-8","pdf_url":"https://bmcmedinformdecismak.biomedcentral.com/counter/pdf/10.1186/s12911-025-02934-8","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":0.4099999964237213,"display_name":"Good health and well-being","id":"https://metadata.un.org/sdg/3"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4407761749.pdf"},"referenced_works_count":32,"referenced_works":["https://openalex.org/W1782314725","https://openalex.org/W1975303054","https://openalex.org/W1976044621","https://openalex.org/W1980181125","https://openalex.org/W2023167696","https://openalex.org/W2049151032","https://openalex.org/W2151984197","https://openalex.org/W2169429264","https://openalex.org/W2765927956","https://openalex.org/W2794318253","https://openalex.org/W2799714156","https://openalex.org/W2895287478","https://openalex.org/W2905688990","https://openalex.org/W2942427172","https://openalex.org/W2945357020","https://openalex.org/W2979359612","https://openalex.org/W2993284098","https://openalex.org/W3007275972","https://openalex.org/W3011492325","https://openalex.org/W3012728289","https://openalex.org/W3020424414","https://openalex.org/W3136634572","https://openalex.org/W3191037831","https://openalex.org/W4223999099","https://openalex.org/W4236137412","https://openalex.org/W4280519874","https://openalex.org/W4293491647","https://openalex.org/W4308705797","https://openalex.org/W4309842443","https://openalex.org/W4317864614","https://openalex.org/W4362641065","https://openalex.org/W4400218590"],"related_works":["https://openalex.org/W1986811797","https://openalex.org/W2923544662","https://openalex.org/W2169223304","https://openalex.org/W3214677928","https://openalex.org/W4205796194","https://openalex.org/W2604647756","https://openalex.org/W2085056052","https://openalex.org/W2329720780","https://openalex.org/W4400123941","https://openalex.org/W2394297731"],"abstract_inverted_index":{"OBJECTIVE:":[0],"Ovarian":[1],"cancer":[2,19,61,229,259],"is":[3],"a":[4,50],"serious":[5],"malignant":[6,57,102,227,257,280],"tumor":[7,149],"threatening":[8],"women's":[9],"health.":[10],"The":[11,84,96,212,233],"early":[12],"diagnosis":[13],"and":[14,22,56,87,94,101,111,145,155,165,200,226,244,249,256,279],"effective":[15],"treatments":[16],"of":[17,25,43,59,67,99,125,220],"ovarian":[18,26,60,103,228,258,281],"remain":[20],"inadequate,":[21],"about":[23],"70%":[24],"cancers":[27],"are":[28],"in":[29,72,207,253],"advanced":[30],"stages":[31],"when":[32],"discovered.":[33],"This":[34],"study":[35],"aimed":[36],"to":[37,48,120],"use":[38],"the":[39,54,73,112,122,126,169,176,180,208,215],"decision":[40,109,127,171,209,234],"tree":[41,128,172,210,235],"method":[42],"artificial":[44],"intelligence":[45],"machine":[46],"learning":[47],"build":[49],"model":[51,98,222,236,273],"for":[52,161,223],"predicting":[53,224,254],"benign":[55,100,225,255,278],"degree":[58],"patients.":[62],"STUDY":[63],"DESIGN:":[64],"A":[65],"total":[66],"758":[68],"patients":[69,76],"were":[70,77,92,204],"included":[71,138],"study.":[74],"These":[75],"diagnosed":[78],"by":[79,107],"B-ultrasound,":[80],"CT":[81],"or":[82,264],"MR.":[83],"clinicopathological":[85],"features":[86],"circulating":[88,246],"blood":[89,156,195,247],"cell":[90,196],"indexes":[91],"recorded":[93],"analyzed.":[95],"prediction":[97],"tumors":[104],"was":[105,118,132,175,230,237],"constructed":[106,170,239],"CART":[108],"tree,":[110],"receiver":[113,216],"operating":[114,217],"characteristic":[115,218],"(ROC)":[116],"curve":[117,219],"drawn":[119],"evaluate":[121],"predictive":[123],"value":[124],"model.":[129,211],"RESULTS:":[130],"It":[131],"found":[133],"that":[134,271],"significant":[135],"predictor":[136],"variables":[137],"age,":[139],"disease":[140],"duration,":[141],"patient":[142],"general":[143],"condition":[144],"menopausal":[146],"status,":[147],"ascites,":[148],"size,":[150],"HE4,":[151,188],"CA125,":[152,189],"ROMA":[153],"index,":[154],"routine":[157],"related":[158],"indicators":[159,206,243,263],"(except":[160],"basophil":[162],"count":[163],"percentage":[164],"absolute":[166],"value).":[167],"In":[168],"model,":[173],"ROMA_after":[174],"root":[177],"node":[178],"with":[179],"maximum":[181],"information":[182],"gain.":[183],"ROMA_after,":[184],"Mass":[185],"size":[186],"(MR/CT),":[187],"platelet":[190,202],"number,":[191],"lymphocyte":[192],"ratio,":[193],"white":[194],"count,":[197],"post-menopause,":[198],"hematocrit":[199],"mean":[201],"volume":[203],"important":[205],"area":[213],"under":[214],"this":[221],"0.86.":[231],"CONCLUSIONS:":[232],"successfully":[238],"based":[240],"on":[241],"clinical":[242],"preoperative":[245],"cells,":[248],"showed":[250],"better":[251],"results":[252],"than":[260],"alone":[261],"imaging":[262],"biomarkers":[265],"among":[266],"our":[267,272],"data,":[268],"which":[269],"means":[270],"can":[274],"more":[275],"accurately":[276],"predict":[277],"cancer.":[282]},"counts_by_year":[{"year":2026,"cited_by_count":5},{"year":2025,"cited_by_count":2}],"updated_date":"2026-08-10T07:06:39.071514","created_date":"2025-10-10T00:00:00"}