{"id":"https://openalex.org/W7140224638","doi":"https://doi.org/10.1186/s12880-026-02297-0","title":"Segmentation and diagnosis of anterior cruciate ligament tear using deep learning and radiomics based on knee CT","display_name":"Segmentation and diagnosis of anterior cruciate ligament tear using deep learning and radiomics based on knee CT","publication_year":2026,"publication_date":"2026-03-24","ids":{"openalex":"https://openalex.org/W7140224638","doi":"https://doi.org/10.1186/s12880-026-02297-0","pmid":"https://pubmed.ncbi.nlm.nih.gov/41877097"},"language":"en","primary_location":{"id":"doi:10.1186/s12880-026-02297-0","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s12880-026-02297-0","pdf_url":null,"source":{"id":"https://openalex.org/S6505649","display_name":"BMC Medical Imaging","issn_l":"1471-2342","issn":["1471-2342"],"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 Imaging","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj","pubmed"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://doi.org/10.1186/s12880-026-02297-0","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":null,"display_name":"Xiaoli Yu","orcid":null},"institutions":[{"id":"https://openalex.org/I4210126486","display_name":"Fuling Center Hospital of Chongqing","ror":"https://ror.org/03d4twy92","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210126486"]},{"id":"https://openalex.org/I4210135470","display_name":"Chongqing Emergency Medical Center","ror":"https://ror.org/03xhwyc44","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210135470"]},{"id":"https://openalex.org/I87780372","display_name":"Chongqing Medical University","ror":"https://ror.org/017z00e58","country_code":"CN","type":"education","lineage":["https://openalex.org/I87780372"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xiaoli Yu","raw_affiliation_strings":["Department of Radiology, Chongqing University Fuling Hospital, School of Medicine, Chongqing University, Chongqing, China","Medical Imaging Department, Chongqing Emergency Medical Center, Chongqing University Central Hospital, School of Medicine, Chongqing University, No. 1 Jiankang Road, Chongqing, 400014, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Radiology, Chongqing University Fuling Hospital, School of Medicine, Chongqing University, Chongqing, China","institution_ids":["https://openalex.org/I4210126486"]},{"raw_affiliation_string":"Medical Imaging Department, Chongqing Emergency Medical Center, Chongqing University Central Hospital, School of Medicine, Chongqing University, No. 1 Jiankang Road, Chongqing, 400014, China","institution_ids":["https://openalex.org/I4210135470","https://openalex.org/I87780372"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Qingning Yang","orcid":null},"institutions":[{"id":"https://openalex.org/I4210135470","display_name":"Chongqing Emergency Medical Center","ror":"https://ror.org/03xhwyc44","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210135470"]},{"id":"https://openalex.org/I87780372","display_name":"Chongqing Medical University","ror":"https://ror.org/017z00e58","country_code":"CN","type":"education","lineage":["https://openalex.org/I87780372"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Qingning Yang","raw_affiliation_strings":["Medical Imaging Department, Chongqing Emergency Medical Center, Chongqing University Central Hospital, School of Medicine, Chongqing University, No. 1 Jiankang Road, Chongqing, 400014, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Medical Imaging Department, Chongqing Emergency Medical Center, Chongqing University Central Hospital, School of Medicine, Chongqing University, No. 1 Jiankang Road, Chongqing, 400014, China","institution_ids":["https://openalex.org/I4210135470","https://openalex.org/I87780372"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Xingyan Le","orcid":null},"institutions":[{"id":"https://openalex.org/I4210135470","display_name":"Chongqing Emergency Medical Center","ror":"https://ror.org/03xhwyc44","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210135470"]},{"id":"https://openalex.org/I87780372","display_name":"Chongqing Medical University","ror":"https://ror.org/017z00e58","country_code":"CN","type":"education","lineage":["https://openalex.org/I87780372"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xingyan Le","raw_affiliation_strings":["Medical Imaging Department, Chongqing Emergency Medical Center, Chongqing University Central Hospital, School of Medicine, Chongqing University, No. 1 Jiankang Road, Chongqing, 400014, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Medical Imaging Department, Chongqing Emergency Medical Center, Chongqing University Central Hospital, School of Medicine, Chongqing University, No. 1 Jiankang Road, Chongqing, 400014, China","institution_ids":["https://openalex.org/I4210135470","https://openalex.org/I87780372"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Qingbiao Zhang","orcid":null},"institutions":[{"id":"https://openalex.org/I4210135470","display_name":"Chongqing Emergency Medical Center","ror":"https://ror.org/03xhwyc44","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210135470"]},{"id":"https://openalex.org/I87780372","display_name":"Chongqing Medical University","ror":"https://ror.org/017z00e58","country_code":"CN","type":"education","lineage":["https://openalex.org/I87780372"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Qingbiao Zhang","raw_affiliation_strings":["Medical Imaging Department, Chongqing Emergency Medical Center, Chongqing University Central Hospital, School of Medicine, Chongqing University, No. 1 Jiankang Road, Chongqing, 400014, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Medical Imaging Department, Chongqing Emergency Medical Center, Chongqing University Central Hospital, School of Medicine, Chongqing University, No. 1 Jiankang Road, Chongqing, 400014, China","institution_ids":["https://openalex.org/I4210135470","https://openalex.org/I87780372"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Yuyin Wang","orcid":null},"institutions":[{"id":"https://openalex.org/I4210135470","display_name":"Chongqing Emergency Medical Center","ror":"https://ror.org/03xhwyc44","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210135470"]},{"id":"https://openalex.org/I87780372","display_name":"Chongqing Medical University","ror":"https://ror.org/017z00e58","country_code":"CN","type":"education","lineage":["https://openalex.org/I87780372"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yuyin Wang","raw_affiliation_strings":["Medical Imaging Department, Chongqing Emergency Medical Center, Chongqing University Central Hospital, School of Medicine, Chongqing University, No. 1 Jiankang Road, Chongqing, 400014, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Medical Imaging Department, Chongqing Emergency Medical Center, Chongqing University Central Hospital, School of Medicine, Chongqing University, No. 1 Jiankang Road, Chongqing, 400014, China","institution_ids":["https://openalex.org/I4210135470","https://openalex.org/I87780372"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Junbang Feng","orcid":null},"institutions":[{"id":"https://openalex.org/I4210135470","display_name":"Chongqing Emergency Medical Center","ror":"https://ror.org/03xhwyc44","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210135470"]},{"id":"https://openalex.org/I87780372","display_name":"Chongqing Medical University","ror":"https://ror.org/017z00e58","country_code":"CN","type":"education","lineage":["https://openalex.org/I87780372"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Junbang Feng","raw_affiliation_strings":["Medical Imaging Department, Chongqing Emergency Medical Center, Chongqing University Central Hospital, School of Medicine, Chongqing University, No. 1 Jiankang Road, Chongqing, 400014, China. junbangfeng@163.com"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Medical Imaging Department, Chongqing Emergency Medical Center, Chongqing University Central Hospital, School of Medicine, Chongqing University, No. 1 Jiankang Road, Chongqing, 400014, China. junbangfeng@163.com","institution_ids":["https://openalex.org/I4210135470","https://openalex.org/I87780372"]}]},{"author_position":"last","author":{"id":null,"display_name":"Chuanming Li","orcid":null},"institutions":[{"id":"https://openalex.org/I4210135470","display_name":"Chongqing Emergency Medical Center","ror":"https://ror.org/03xhwyc44","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210135470"]},{"id":"https://openalex.org/I87780372","display_name":"Chongqing Medical University","ror":"https://ror.org/017z00e58","country_code":"CN","type":"education","lineage":["https://openalex.org/I87780372"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Chuanming Li","raw_affiliation_strings":["Medical Imaging Department, Chongqing Emergency Medical Center, Chongqing University Central Hospital, School of Medicine, Chongqing University, No. 1 Jiankang Road, Chongqing, 400014, China. licm@cqu.edu.cn"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Medical Imaging Department, Chongqing Emergency Medical Center, Chongqing University Central Hospital, School of Medicine, Chongqing University, No. 1 Jiankang Road, Chongqing, 400014, China. licm@cqu.edu.cn","institution_ids":["https://openalex.org/I4210135470","https://openalex.org/I87780372"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":7,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I4210135470","https://openalex.org/I87780372"],"apc_list":{"value":1690,"currency":"GBP","value_usd":2072},"apc_paid":{"value":1690,"currency":"GBP","value_usd":2072},"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.36650112,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"26","issue":"1","first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10442","display_name":"Knee injuries and reconstruction techniques","score":0.6866999864578247,"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/T10442","display_name":"Knee injuries and reconstruction techniques","score":0.6866999864578247,"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/T12422","display_name":"Radiomics and Machine Learning in Medical Imaging","score":0.11670000106096268,"subfield":{"id":"https://openalex.org/subfields/2741","display_name":"Radiology, Nuclear Medicine and Imaging"},"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/T10562","display_name":"Total Knee Arthroplasty Outcomes","score":0.04039999842643738,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/segmentation","display_name":"Segmentation","score":0.7228999733924866},{"id":"https://openalex.org/keywords/anterior-cruciate-ligament","display_name":"Anterior cruciate ligament","score":0.6520000100135803},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.6333000063896179},{"id":"https://openalex.org/keywords/radiomics","display_name":"Radiomics","score":0.6053000092506409},{"id":"https://openalex.org/keywords/tears","display_name":"Tears","score":0.4399000108242035},{"id":"https://openalex.org/keywords/random-forest","display_name":"Random forest","score":0.4325000047683716},{"id":"https://openalex.org/keywords/image-segmentation","display_name":"Image segmentation","score":0.3801000118255615}],"concepts":[{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.7652000188827515},{"id":"https://openalex.org/C89600930","wikidata":"https://www.wikidata.org/wiki/Q1423946","display_name":"Segmentation","level":2,"score":0.7228999733924866},{"id":"https://openalex.org/C2778434673","wikidata":"https://www.wikidata.org/wiki/Q611127","display_name":"Anterior cruciate ligament","level":2,"score":0.6520000100135803},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.6333000063896179},{"id":"https://openalex.org/C2778559731","wikidata":"https://www.wikidata.org/wiki/Q23808793","display_name":"Radiomics","level":2,"score":0.6053000092506409},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.5400999784469604},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.539900004863739},{"id":"https://openalex.org/C2778275304","wikidata":"https://www.wikidata.org/wiki/Q76469","display_name":"Tears","level":2,"score":0.4399000108242035},{"id":"https://openalex.org/C169258074","wikidata":"https://www.wikidata.org/wiki/Q245748","display_name":"Random forest","level":2,"score":0.4325000047683716},{"id":"https://openalex.org/C124504099","wikidata":"https://www.wikidata.org/wiki/Q56933","display_name":"Image segmentation","level":3,"score":0.3801000118255615},{"id":"https://openalex.org/C126838900","wikidata":"https://www.wikidata.org/wiki/Q77604","display_name":"Radiology","level":1,"score":0.37709999084472656},{"id":"https://openalex.org/C81363708","wikidata":"https://www.wikidata.org/wiki/Q17084460","display_name":"Convolutional neural network","level":2,"score":0.37209999561309814},{"id":"https://openalex.org/C12267149","wikidata":"https://www.wikidata.org/wiki/Q282453","display_name":"Support vector machine","level":2,"score":0.34790000319480896},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.3375000059604645},{"id":"https://openalex.org/C163892561","wikidata":"https://www.wikidata.org/wiki/Q2613728","display_name":"S\u00f8rensen\u2013Dice coefficient","level":4,"score":0.32420000433921814},{"id":"https://openalex.org/C103278499","wikidata":"https://www.wikidata.org/wiki/Q254465","display_name":"Similarity (geometry)","level":3,"score":0.3172999918460846},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.2865999937057495},{"id":"https://openalex.org/C2780801425","wikidata":"https://www.wikidata.org/wiki/Q5164392","display_name":"Construct (python library)","level":2,"score":0.27880001068115234},{"id":"https://openalex.org/C143409427","wikidata":"https://www.wikidata.org/wiki/Q161238","display_name":"Magnetic resonance imaging","level":2,"score":0.27649998664855957},{"id":"https://openalex.org/C84525736","wikidata":"https://www.wikidata.org/wiki/Q831366","display_name":"Decision tree","level":2,"score":0.25679999589920044}],"mesh":[{"descriptor_ui":"D000070598","descriptor_name":"Anterior Cruciate Ligament Injuries","qualifier_ui":"Q000000981","qualifier_name":"diagnostic imaging","is_major_topic":true},{"descriptor_ui":"D000070598","descriptor_name":"Anterior Cruciate Ligament Injuries","qualifier_ui":"Q000000981","qualifier_name":"diagnostic imaging","is_major_topic":true},{"descriptor_ui":"D000070598","descriptor_name":"Anterior Cruciate Ligament Injuries","qualifier_ui":"Q000000981","qualifier_name":"diagnostic imaging","is_major_topic":true},{"descriptor_ui":"D000070598","descriptor_name":"Anterior Cruciate Ligament Injuries","qualifier_ui":"Q000000981","qualifier_name":"diagnostic imaging","is_major_topic":true},{"descriptor_ui":"D000070598","descriptor_name":"Anterior Cruciate Ligament Injuries","qualifier_ui":"Q000000981","qualifier_name":"diagnostic imaging","is_major_topic":true},{"descriptor_ui":"D000077321","descriptor_name":"Deep Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000077321","descriptor_name":"Deep Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000077321","descriptor_name":"Deep Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000077321","descriptor_name":"Deep Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000077321","descriptor_name":"Deep Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000093743","descriptor_name":"Random Forest","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000093743","descriptor_name":"Random Forest","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000097188","descriptor_name":"Radiomics","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000097188","descriptor_name":"Radiomics","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000097188","descriptor_name":"Radiomics","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000097188","descriptor_name":"Radiomics","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000097188","descriptor_name":"Radiomics","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000293","descriptor_name":"Adolescent","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000293","descriptor_name":"Adolescent","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000293","descriptor_name":"Adolescent","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":"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":"D008279","descriptor_name":"Magnetic Resonance Imaging","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008279","descriptor_name":"Magnetic Resonance Imaging","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008279","descriptor_name":"Magnetic Resonance Imaging","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008279","descriptor_name":"Magnetic Resonance Imaging","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008279","descriptor_name":"Magnetic Resonance Imaging","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":"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":"D014057","descriptor_name":"Tomography, X-Ray Computed","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true},{"descriptor_ui":"D014057","descriptor_name":"Tomography, X-Ray Computed","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true},{"descriptor_ui":"D014057","descriptor_name":"Tomography, X-Ray Computed","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true},{"descriptor_ui":"D014057","descriptor_name":"Tomography, X-Ray Computed","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true},{"descriptor_ui":"D014057","descriptor_name":"Tomography, X-Ray Computed","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true},{"descriptor_ui":"D055815","descriptor_name":"Young Adult","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D055815","descriptor_name":"Young Adult","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D055815","descriptor_name":"Young Adult","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D055815","descriptor_name":"Young Adult","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D055815","descriptor_name":"Young Adult","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D060388","descriptor_name":"Support Vector Machine","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D060388","descriptor_name":"Support Vector Machine","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D060388","descriptor_name":"Support Vector Machine","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D060388","descriptor_name":"Support Vector Machine","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D060388","descriptor_name":"Support Vector Machine","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false}],"locations_count":4,"locations":[{"id":"doi:10.1186/s12880-026-02297-0","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s12880-026-02297-0","pdf_url":null,"source":{"id":"https://openalex.org/S6505649","display_name":"BMC Medical Imaging","issn_l":"1471-2342","issn":["1471-2342"],"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 Imaging","raw_type":"journal-article"},{"id":"pmid:41877097","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/41877097","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 imaging","raw_type":null},{"id":"pmh:oai:doaj.org/article:e937c2831ab94d96b3e6c090bbd0e657","is_oa":true,"landing_page_url":"https://doaj.org/article/e937c2831ab94d96b3e6c090bbd0e657","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 Imaging, Vol 26, Iss 1 (2026)","raw_type":"article"},{"id":"pmh:oai:pubmedcentral.nih.gov:13137693","is_oa":true,"landing_page_url":"https://pmc.ncbi.nlm.nih.gov/articles/PMC13137693/","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 Imaging","raw_type":"Text"}],"best_oa_location":{"id":"doi:10.1186/s12880-026-02297-0","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s12880-026-02297-0","pdf_url":null,"source":{"id":"https://openalex.org/S6505649","display_name":"BMC Medical Imaging","issn_l":"1471-2342","issn":["1471-2342"],"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 Imaging","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G25956612","display_name":null,"funder_award_id":"CSTB2024NSCQ-KJFZMSX0051","funder_id":"https://openalex.org/F4320323172","funder_display_name":"Natural Science Foundation of Chongqing"}],"funders":[{"id":"https://openalex.org/F4320323172","display_name":"Natural Science Foundation of Chongqing","ror":"https://ror.org/01h0zpd94"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":25,"referenced_works":["https://openalex.org/W2060338317","https://openalex.org/W2174661749","https://openalex.org/W2289527944","https://openalex.org/W2905810301","https://openalex.org/W2949615858","https://openalex.org/W3014974815","https://openalex.org/W3047898084","https://openalex.org/W3127136535","https://openalex.org/W3213758219","https://openalex.org/W4200067858","https://openalex.org/W4220874458","https://openalex.org/W4224210436","https://openalex.org/W4282937918","https://openalex.org/W4307571983","https://openalex.org/W4366292551","https://openalex.org/W4388073261","https://openalex.org/W4390770572","https://openalex.org/W4391401054","https://openalex.org/W4391743433","https://openalex.org/W4393993707","https://openalex.org/W4394687186","https://openalex.org/W4399978355","https://openalex.org/W4400585668","https://openalex.org/W4402311682","https://openalex.org/W4407629733"],"related_works":[],"abstract_inverted_index":{"PURPOSE:":[0],"Timely":[1],"and":[2,24,33,65,105,151,171,187,194,196],"accurate":[3],"diagnosis":[4,25,70],"of":[5,62,80,87,136,144,198],"anterior":[6],"cruciate":[7],"ligament":[8],"(ACL)":[9],"tears":[10,188],"has":[11],"important":[12],"clinical":[13,202],"significance.":[14],"In":[15,142,158],"this":[16],"study":[17],"we":[18,122],"tried":[19],"to":[20,68,112],"establish":[21],"a":[22,85,176],"segmentation":[23,49,73,120,130,186],"model":[26,50,74,121],"for":[27,47],"ACL":[28,48,129,145,185],"tear":[29,146],"using":[30,77],"deep":[31,78],"learning":[32,79],"radiomics":[34,90],"based":[35,178],"on":[36],"knee":[37],"CT.":[38],"MATERIALS":[39],"AND":[40],"METHODS:":[41],"Totally":[42],"469":[43],"patients":[44,55],"were":[45,66,92,110,168],"collected":[46],"construction.":[51],"Among":[52],"them,":[53],"328":[54],"underwent":[56],"MRI":[57],"examination":[58],"within":[59],"one":[60],"week":[61],"CT":[63,177],"scanning":[64],"used":[67,111],"construct":[69,113],"model.":[71,115],"The":[72,97,117],"was":[75,197],"trained":[76],"3D":[81,118],"nnU-Net.":[82],"After":[83],"segmentation,":[84],"total":[86],"2,264":[88],"quantitative":[89],"features":[91],"extracted":[93],"from":[94],"each":[95],"ACL.":[96],"support":[98],"vector":[99],"machine":[100],"(SVM),":[101],"random":[102],"forest":[103],"(RF)":[104],"stochastic":[106],"gradient":[107],"descent":[108],"(SGD)":[109],"classification":[114],"RESULTS:":[116],"nnU-Net":[119],"constructed":[123],"achieved":[124],"high":[125,192],"performance":[126],"in":[127,138,201],"the":[128,139,148,159,162,165],"with":[131],"Dice":[132],"Similarity":[133],"Coefficient":[134],"(DSC)":[135],"0.79":[137],"external":[140,160],"validation.":[141],"terms":[143],"diagnosis,":[147],"SVM,":[149],"RF,":[150],"SGD":[152],"models":[153],"all":[154],"demonstrated":[155],"excellent":[156],"performance.":[157],"validation,":[161],"Area":[163],"Under":[164],"Curve":[166],"(AUC)":[167],"0.85,":[169],"0.86,":[170],"0.81.":[172],"CONCLUSIONS:":[173],"We":[174],"developed":[175],"artificial":[179],"intelligence":[180],"system":[181],"that":[182],"could":[183],"perform":[184],"diagnosis.":[189],"It":[190],"had":[191],"accuracy":[193],"convenience,":[195],"great":[199],"significance":[200],"practice.":[203]},"counts_by_year":[],"updated_date":"2026-06-24T13:16:06.693445","created_date":"2026-03-25T00:00:00"}
