{"id":"https://openalex.org/W4386998717","doi":"https://doi.org/10.1080/21681163.2023.2261554","title":"The application of deep learning methods in knee joint sports injury diseases","display_name":"The application of deep learning methods in knee joint sports injury diseases","publication_year":2023,"publication_date":"2023-09-23","ids":{"openalex":"https://openalex.org/W4386998717","doi":"https://doi.org/10.1080/21681163.2023.2261554"},"language":"en","primary_location":{"id":"doi:10.1080/21681163.2023.2261554","is_oa":false,"landing_page_url":"http://dx.doi.org/10.1080/21681163.2023.2261554","pdf_url":null,"source":{"id":"https://openalex.org/S2764763012","display_name":"Computer Methods in Biomechanics and Biomedical Engineering Imaging & Visualization","issn_l":"2168-1163","issn":["2168-1163","2168-1171"],"is_oa":false,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320547","host_organization_name":"Taylor & Francis","host_organization_lineage":["https://openalex.org/P4310320547"],"host_organization_lineage_names":["Taylor & Francis"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Computer Methods in Biomechanics and Biomedical Engineering: Imaging & Visualization","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5015994623","display_name":"Yeqiang Luo","orcid":null},"institutions":[{"id":"https://openalex.org/I4210099466","display_name":"General Hospital of Guangzhou Military Command","ror":"https://ror.org/00hfbva78","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210099466"]},{"id":"https://openalex.org/I58200834","display_name":"Southern Medical University","ror":"https://ror.org/01vjw4z39","country_code":"CN","type":"education","lineage":["https://openalex.org/I58200834"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yeqiang Luo","raw_affiliation_strings":["Department of Orthopedics, General Hospital of Southern Theater Command, Guangzhou, China","The First School of Clinical Medicine, Southern Medical University, Guangzhou, China"],"affiliations":[{"raw_affiliation_string":"Department of Orthopedics, General Hospital of Southern Theater Command, Guangzhou, China","institution_ids":["https://openalex.org/I4210099466"]},{"raw_affiliation_string":"The First School of Clinical Medicine, Southern Medical University, Guangzhou, China","institution_ids":["https://openalex.org/I58200834"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100676078","display_name":"Jing Liang","orcid":"https://orcid.org/0000-0002-0860-6563"},"institutions":[{"id":"https://openalex.org/I90610280","display_name":"South China University of Technology","ror":"https://ror.org/0530pts50","country_code":"CN","type":"education","lineage":["https://openalex.org/I90610280"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jing Liang","raw_affiliation_strings":["School of Electronic and Information Engineering, South China University of Technology, Guangzhou, China"],"affiliations":[{"raw_affiliation_string":"School of Electronic and Information Engineering, South China University of Technology, Guangzhou, China","institution_ids":["https://openalex.org/I90610280"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5069804608","display_name":"Shanghui Lin","orcid":null},"institutions":[{"id":"https://openalex.org/I4210099466","display_name":"General Hospital of Guangzhou Military Command","ror":"https://ror.org/00hfbva78","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210099466"]},{"id":"https://openalex.org/I58200834","display_name":"Southern Medical University","ror":"https://ror.org/01vjw4z39","country_code":"CN","type":"education","lineage":["https://openalex.org/I58200834"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Shanghui Lin","raw_affiliation_strings":["Department of Orthopedics, General Hospital of Southern Theater Command, Guangzhou, China","The First School of Clinical Medicine, Southern Medical University, Guangzhou, China"],"affiliations":[{"raw_affiliation_string":"Department of Orthopedics, General Hospital of Southern Theater Command, Guangzhou, China","institution_ids":["https://openalex.org/I4210099466"]},{"raw_affiliation_string":"The First School of Clinical Medicine, Southern Medical University, Guangzhou, China","institution_ids":["https://openalex.org/I58200834"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5102559371","display_name":"Tianmo Bai","orcid":null},"institutions":[{"id":"https://openalex.org/I58200834","display_name":"Southern Medical University","ror":"https://ror.org/01vjw4z39","country_code":"CN","type":"education","lineage":["https://openalex.org/I58200834"]},{"id":"https://openalex.org/I4210099466","display_name":"General Hospital of Guangzhou Military Command","ror":"https://ror.org/00hfbva78","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210099466"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Tianmo Bai","raw_affiliation_strings":["Department of Orthopedics, General Hospital of Southern Theater Command, Guangzhou, China","The First School of Clinical Medicine, Southern Medical University, Guangzhou, China"],"affiliations":[{"raw_affiliation_string":"Department of Orthopedics, General Hospital of Southern Theater Command, Guangzhou, China","institution_ids":["https://openalex.org/I4210099466"]},{"raw_affiliation_string":"The First School of Clinical Medicine, Southern Medical University, Guangzhou, China","institution_ids":["https://openalex.org/I58200834"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5049510147","display_name":"Lingchuang Kong","orcid":null},"institutions":[{"id":"https://openalex.org/I58200834","display_name":"Southern Medical University","ror":"https://ror.org/01vjw4z39","country_code":"CN","type":"education","lineage":["https://openalex.org/I58200834"]},{"id":"https://openalex.org/I4210099466","display_name":"General Hospital of Guangzhou Military Command","ror":"https://ror.org/00hfbva78","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210099466"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Lingchuang Kong","raw_affiliation_strings":["Department of Orthopedics, General Hospital of Southern Theater Command, Guangzhou, China","The First School of Clinical Medicine, Southern Medical University, Guangzhou, China"],"affiliations":[{"raw_affiliation_string":"Department of Orthopedics, General Hospital of Southern Theater Command, Guangzhou, China","institution_ids":["https://openalex.org/I4210099466"]},{"raw_affiliation_string":"The First School of Clinical Medicine, Southern Medical University, Guangzhou, China","institution_ids":["https://openalex.org/I58200834"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5113378990","display_name":"Jin Yan","orcid":"https://orcid.org/0009-0002-1828-4817"},"institutions":[{"id":"https://openalex.org/I58200834","display_name":"Southern Medical University","ror":"https://ror.org/01vjw4z39","country_code":"CN","type":"education","lineage":["https://openalex.org/I58200834"]},{"id":"https://openalex.org/I4210099466","display_name":"General Hospital of Guangzhou Military Command","ror":"https://ror.org/00hfbva78","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210099466"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yan Jin","raw_affiliation_strings":["Department of Orthopedics, General Hospital of Southern Theater Command, Guangzhou, China","The First School of Clinical Medicine, Southern Medical University, Guangzhou, China"],"affiliations":[{"raw_affiliation_string":"Department of Orthopedics, General Hospital of Southern Theater Command, Guangzhou, China","institution_ids":["https://openalex.org/I4210099466"]},{"raw_affiliation_string":"The First School of Clinical Medicine, Southern Medical University, Guangzhou, China","institution_ids":["https://openalex.org/I58200834"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5068665155","display_name":"Xin Zhang","orcid":"https://orcid.org/0000-0002-0773-8871"},"institutions":[{"id":"https://openalex.org/I90610280","display_name":"South China University of Technology","ror":"https://ror.org/0530pts50","country_code":"CN","type":"education","lineage":["https://openalex.org/I90610280"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xin Zhang","raw_affiliation_strings":["School of Electronic and Information Engineering, South China University of Technology, Guangzhou, China"],"affiliations":[{"raw_affiliation_string":"School of Electronic and Information Engineering, South China University of Technology, Guangzhou, China","institution_ids":["https://openalex.org/I90610280"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5102972274","display_name":"Baofeng Li","orcid":"https://orcid.org/0000-0001-8517-2263"},"institutions":[{"id":"https://openalex.org/I58200834","display_name":"Southern Medical University","ror":"https://ror.org/01vjw4z39","country_code":"CN","type":"education","lineage":["https://openalex.org/I58200834"]},{"id":"https://openalex.org/I4210099466","display_name":"General Hospital of Guangzhou Military Command","ror":"https://ror.org/00hfbva78","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210099466"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Baofeng Li","raw_affiliation_strings":["Department of Orthopedics, General Hospital of Southern Theater Command, Guangzhou, China","The First School of Clinical Medicine, Southern Medical University, Guangzhou, China"],"affiliations":[{"raw_affiliation_string":"Department of Orthopedics, General Hospital of Southern Theater Command, Guangzhou, China","institution_ids":["https://openalex.org/I4210099466"]},{"raw_affiliation_string":"The First School of Clinical Medicine, Southern Medical University, Guangzhou, China","institution_ids":["https://openalex.org/I58200834"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100760115","display_name":"Bei Chen","orcid":"https://orcid.org/0000-0003-2553-3279"},"institutions":[{"id":"https://openalex.org/I4210103346","display_name":"Nanfang Hospital","ror":"https://ror.org/01eq10738","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210103346"]},{"id":"https://openalex.org/I58200834","display_name":"Southern Medical University","ror":"https://ror.org/01vjw4z39","country_code":"CN","type":"education","lineage":["https://openalex.org/I58200834"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Bei Chen","raw_affiliation_strings":["Department of Radiation Oncology, Nanfang Hospital, Southern Medical University, Guangzhou, China"],"affiliations":[{"raw_affiliation_string":"Department of Radiation Oncology, Nanfang Hospital, Southern Medical University, Guangzhou, China","institution_ids":["https://openalex.org/I58200834","https://openalex.org/I4210103346"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":9,"corresponding_author_ids":["https://openalex.org/A5102972274"],"corresponding_institution_ids":["https://openalex.org/I4210099466","https://openalex.org/I58200834"],"apc_list":null,"apc_paid":null,"fwci":0.9792,"has_fulltext":false,"cited_by_count":3,"citation_normalized_percentile":{"value":0.76803078,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":96},"biblio":{"volume":"11","issue":"7","first_page":"2689","last_page":"2696"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10442","display_name":"Knee injuries and reconstruction techniques","score":0.9854999780654907,"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":0.9854999780654907,"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/T12386","display_name":"Advanced X-ray and CT Imaging","score":0.9750999808311462,"subfield":{"id":"https://openalex.org/subfields/2204","display_name":"Biomedical Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T11636","display_name":"Artificial Intelligence in Healthcare and Education","score":0.9675999879837036,"subfield":{"id":"https://openalex.org/subfields/2718","display_name":"Health Informatics"},"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/deep-learning","display_name":"Deep learning","score":0.7806951403617859},{"id":"https://openalex.org/keywords/anterior-cruciate-ligament","display_name":"Anterior cruciate ligament","score":0.7637374997138977},{"id":"https://openalex.org/keywords/knee-joint","display_name":"Knee Joint","score":0.61525559425354},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6100653409957886},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5965260863304138},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.4756609797477722},{"id":"https://openalex.org/keywords/physical-medicine-and-rehabilitation","display_name":"Physical medicine and rehabilitation","score":0.38799646496772766},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.28744053840637207},{"id":"https://openalex.org/keywords/surgery","display_name":"Surgery","score":0.1569558084011078}],"concepts":[{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.7806951403617859},{"id":"https://openalex.org/C2778434673","wikidata":"https://www.wikidata.org/wiki/Q611127","display_name":"Anterior cruciate ligament","level":2,"score":0.7637374997138977},{"id":"https://openalex.org/C2908736133","wikidata":"https://www.wikidata.org/wiki/Q37425","display_name":"Knee Joint","level":2,"score":0.61525559425354},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6100653409957886},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5965260863304138},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.4756609797477722},{"id":"https://openalex.org/C99508421","wikidata":"https://www.wikidata.org/wiki/Q2678675","display_name":"Physical medicine and rehabilitation","level":1,"score":0.38799646496772766},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.28744053840637207},{"id":"https://openalex.org/C141071460","wikidata":"https://www.wikidata.org/wiki/Q40821","display_name":"Surgery","level":1,"score":0.1569558084011078}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1080/21681163.2023.2261554","is_oa":false,"landing_page_url":"http://dx.doi.org/10.1080/21681163.2023.2261554","pdf_url":null,"source":{"id":"https://openalex.org/S2764763012","display_name":"Computer Methods in Biomechanics and Biomedical Engineering Imaging & Visualization","issn_l":"2168-1163","issn":["2168-1163","2168-1171"],"is_oa":false,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320547","host_organization_name":"Taylor & Francis","host_organization_lineage":["https://openalex.org/P4310320547"],"host_organization_lineage_names":["Taylor & Francis"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Computer Methods in Biomechanics and Biomedical Engineering: Imaging & Visualization","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":30,"referenced_works":["https://openalex.org/W2032087974","https://openalex.org/W2058299157","https://openalex.org/W2060368830","https://openalex.org/W2080847294","https://openalex.org/W2088873954","https://openalex.org/W2144808449","https://openalex.org/W2164777277","https://openalex.org/W2258527561","https://openalex.org/W2276225265","https://openalex.org/W2567121296","https://openalex.org/W2737373222","https://openalex.org/W2786907498","https://openalex.org/W2803537647","https://openalex.org/W2810349670","https://openalex.org/W2885303411","https://openalex.org/W2897451575","https://openalex.org/W2902874468","https://openalex.org/W2907620831","https://openalex.org/W2911333094","https://openalex.org/W2920972911","https://openalex.org/W2964477674","https://openalex.org/W2994757174","https://openalex.org/W2999317926","https://openalex.org/W3045503147","https://openalex.org/W3045710029","https://openalex.org/W3163368065","https://openalex.org/W3196906371","https://openalex.org/W3199347245","https://openalex.org/W4232560971","https://openalex.org/W4287861140"],"related_works":["https://openalex.org/W3124045089","https://openalex.org/W4375867731","https://openalex.org/W2045849736","https://openalex.org/W1921741333","https://openalex.org/W1972585203","https://openalex.org/W2611989081","https://openalex.org/W2230574940","https://openalex.org/W4380075502","https://openalex.org/W2312556851","https://openalex.org/W2093320601"],"abstract_inverted_index":{"ABSTRACTDeep":[0],"learning":[1,21,42,60],"is":[2,44,74],"a":[3,11,58,119,128],"powerful":[4],"branch":[5],"of":[6,32,39,108,122],"machine":[7],"learning,":[8],"which":[9],"presents":[10],"promising":[12],"new":[13],"approach":[14],"for":[15,22],"diagnose":[16],"diseases.":[17],"However,":[18],"the":[19,30,40,48,101,106],"deep":[20,41,59],"detecting":[23],"anterior":[24],"cruciate":[25,94],"ligament":[26,95],"still":[27],"limits":[28],"to":[29,65],"evaluation":[31],"whether":[33],"there":[34,73],"are":[35,50],"injuries.":[36],"The":[37,69],"accuracy":[38],"model":[43,61,81],"not":[45],"high,":[46],"and":[47,82,86,142],"parameters":[49],"complex.":[51],"In":[52],"this":[53],"study,":[54],"we":[55],"have":[56],"developed":[57],"based":[62],"on":[63],"ResNet-18":[64],"detect":[66],"ACL":[67,90],"conditions.":[68],"results":[70],"suggest":[71],"that":[72,100,114,131],"no":[75],"significant":[76],"difference":[77],"between":[78],"our":[79],"proposed":[80],"two":[83],"orthopaedic":[84],"surgeons":[85],"radiologists":[87],"in":[88,105],"diagnosing":[89],"conditions.KEYWORDS:":[91],"Deep-learningmachine-learningautomated":[92],"modelanterior":[93],"Disclosure":[96],"statementThe":[97],"authors":[98],"declare":[99],"research":[102],"was":[103],"conducted":[104],"absence":[107],"any":[109],"commercial":[110],"or":[111],"financial":[112],"relationships":[113],"could":[115],"be":[116,145],"construed":[117],"as":[118],"potential":[120],"conflict":[121],"interest.Data":[123],"availability":[124],"statementThis":[125],"study":[126],"used":[127],"MRNet":[129],"dataset":[130,139],"gathered":[132],"from":[133],"Stanford":[134],"University":[135],"Medical":[136],"Center.":[137],"This":[138],"available":[140],"online":[141],"anyone":[143],"can":[144],"used.":[146]},"counts_by_year":[{"year":2025,"cited_by_count":2},{"year":2024,"cited_by_count":1}],"updated_date":"2025-12-21T01:58:51.020947","created_date":"2025-10-10T00:00:00"}