{"id":"https://openalex.org/W4405754658","doi":"https://doi.org/10.1109/metroxraine62247.2024.10796456","title":"Knee Cartilage Degradation in the Medial and Lateral Anatomical Compartments: A Radiomics Study","display_name":"Knee Cartilage Degradation in the Medial and Lateral Anatomical Compartments: A Radiomics Study","publication_year":2024,"publication_date":"2024-10-21","ids":{"openalex":"https://openalex.org/W4405754658","doi":"https://doi.org/10.1109/metroxraine62247.2024.10796456"},"language":"en","primary_location":{"id":"doi:10.1109/metroxraine62247.2024.10796456","is_oa":false,"landing_page_url":"https://doi.org/10.1109/metroxraine62247.2024.10796456","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 IEEE International Conference on Metrology for eXtended Reality, Artificial Intelligence and Neural Engineering (MetroXRAINE)","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"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/A5002236552","display_name":"Francesca Angelone","orcid":"https://orcid.org/0000-0001-8288-7087"},"institutions":[{"id":"https://openalex.org/I71267560","display_name":"University of Naples Federico II","ror":"https://ror.org/05290cv24","country_code":"IT","type":"education","lineage":["https://openalex.org/I71267560"]}],"countries":["IT"],"is_corresponding":true,"raw_author_name":"Francesca Angelone","raw_affiliation_strings":["University of Naples, ‘Federico II’,Dept. Electrical Engineering Information Technology,Naples,Italy"],"affiliations":[{"raw_affiliation_string":"University of Naples, ‘Federico II’,Dept. Electrical Engineering Information Technology,Naples,Italy","institution_ids":["https://openalex.org/I71267560"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5058457286","display_name":"Federica Kiyomi Ciliberti","orcid":"https://orcid.org/0000-0002-8378-9478"},"institutions":[{"id":"https://openalex.org/I123185442","display_name":"Reykjav\u00edk University","ror":"https://ror.org/05d2kyx68","country_code":"IS","type":"education","lineage":["https://openalex.org/I123185442"]}],"countries":["IS"],"is_corresponding":false,"raw_author_name":"Federica Kiyomi Ciliberti","raw_affiliation_strings":["Inst. of Biomed and Neural Engineering, Reykjavik University,Reykjavik,Iceland"],"affiliations":[{"raw_affiliation_string":"Inst. of Biomed and Neural Engineering, Reykjavik University,Reykjavik,Iceland","institution_ids":["https://openalex.org/I123185442"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5077973172","display_name":"Halld\u00f3r J\u00f3nsson","orcid":"https://orcid.org/0000-0001-8406-9328"},"institutions":[{"id":"https://openalex.org/I4210106610","display_name":"National University Hospital of Iceland","ror":"https://ror.org/011k7k191","country_code":"IS","type":"funder","lineage":["https://openalex.org/I4210106610"]}],"countries":["IS"],"is_corresponding":false,"raw_author_name":"Halld\u00f3r J\u00f3nsson","raw_affiliation_strings":["Landspitali, University Hospital of Iceland,Department of Orthopaedics,Reykjavik,Iceland"],"affiliations":[{"raw_affiliation_string":"Landspitali, University Hospital of Iceland,Department of Orthopaedics,Reykjavik,Iceland","institution_ids":["https://openalex.org/I4210106610"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5022086483","display_name":"Magn\u00fas Kjartan G\u00edslason","orcid":"https://orcid.org/0000-0003-0872-5201"},"institutions":[{"id":"https://openalex.org/I123185442","display_name":"Reykjav\u00edk University","ror":"https://ror.org/05d2kyx68","country_code":"IS","type":"education","lineage":["https://openalex.org/I123185442"]}],"countries":["IS"],"is_corresponding":false,"raw_author_name":"Magn\u00fas Kjartan G\u00edslason","raw_affiliation_strings":["Inst. of Biomed and Neural Engineering, Reykjavik University,Reykjavik,Iceland"],"affiliations":[{"raw_affiliation_string":"Inst. of Biomed and Neural Engineering, Reykjavik University,Reykjavik,Iceland","institution_ids":["https://openalex.org/I123185442"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5047387182","display_name":"Maria Fiammetta Romano","orcid":"https://orcid.org/0000-0001-5557-7307"},"institutions":[{"id":"https://openalex.org/I71267560","display_name":"University of Naples Federico II","ror":"https://ror.org/05290cv24","country_code":"IT","type":"education","lineage":["https://openalex.org/I71267560"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Maria Romano","raw_affiliation_strings":["University of Naples, ‘Federico II’,Dept. Electrical Engineering Information Technology,Naples,Italy"],"affiliations":[{"raw_affiliation_string":"University of Naples, ‘Federico II’,Dept. Electrical Engineering Information Technology,Naples,Italy","institution_ids":["https://openalex.org/I71267560"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5061652691","display_name":"Alessandra Franco","orcid":"https://orcid.org/0000-0002-4840-8182"},"institutions":[{"id":"https://openalex.org/I71267560","display_name":"University of Naples Federico II","ror":"https://ror.org/05290cv24","country_code":"IT","type":"education","lineage":["https://openalex.org/I71267560"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Alessandra Franco","raw_affiliation_strings":["University of Naples, ‘Federico II’,Dept. Electrical Engineering Information Technology,Naples,Italy"],"affiliations":[{"raw_affiliation_string":"University of Naples, ‘Federico II’,Dept. Electrical Engineering Information Technology,Naples,Italy","institution_ids":["https://openalex.org/I71267560"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101603552","display_name":"Francesco Amato","orcid":"https://orcid.org/0000-0003-4384-1646"},"institutions":[{"id":"https://openalex.org/I71267560","display_name":"University of Naples Federico II","ror":"https://ror.org/05290cv24","country_code":"IT","type":"education","lineage":["https://openalex.org/I71267560"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Francesco Amato","raw_affiliation_strings":["University of Naples, ‘Federico II’,Dept. Electrical Engineering Information Technology,Naples,Italy"],"affiliations":[{"raw_affiliation_string":"University of Naples, ‘Federico II’,Dept. Electrical Engineering Information Technology,Naples,Italy","institution_ids":["https://openalex.org/I71267560"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5078492622","display_name":"Paolo Gargiulo","orcid":"https://orcid.org/0000-0002-5049-4817"},"institutions":[{"id":"https://openalex.org/I123185442","display_name":"Reykjav\u00edk University","ror":"https://ror.org/05d2kyx68","country_code":"IS","type":"education","lineage":["https://openalex.org/I123185442"]}],"countries":["IS"],"is_corresponding":false,"raw_author_name":"Paolo Gargiulo","raw_affiliation_strings":["Inst. of Biomed and Neural Engineering, Reykjavik University,Reykjavik,Iceland"],"affiliations":[{"raw_affiliation_string":"Inst. of Biomed and Neural Engineering, Reykjavik University,Reykjavik,Iceland","institution_ids":["https://openalex.org/I123185442"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":8,"corresponding_author_ids":["https://openalex.org/A5002236552"],"corresponding_institution_ids":["https://openalex.org/I71267560"],"apc_list":null,"apc_paid":null,"fwci":1.8213,"has_fulltext":false,"cited_by_count":3,"citation_normalized_percentile":{"value":0.86827023,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":96,"max":97},"biblio":{"volume":null,"issue":null,"first_page":"183","last_page":"188"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10562","display_name":"Total Knee Arthroplasty Outcomes","score":0.9921000003814697,"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/T10562","display_name":"Total Knee Arthroplasty Outcomes","score":0.9921000003814697,"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":0.989799976348877,"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/T12386","display_name":"Advanced X-ray and CT Imaging","score":0.9876000285148621,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/cartilage","display_name":"Cartilage","score":0.62289959192276},{"id":"https://openalex.org/keywords/radiomics","display_name":"Radiomics","score":0.5732314586639404},{"id":"https://openalex.org/keywords/anatomy","display_name":"Anatomy","score":0.49574217200279236},{"id":"https://openalex.org/keywords/subchondral-bone","display_name":"Subchondral bone","score":0.4129332900047302},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.3590509295463562},{"id":"https://openalex.org/keywords/osteoarthritis","display_name":"Osteoarthritis","score":0.3351055979728699},{"id":"https://openalex.org/keywords/articular-cartilage","display_name":"Articular cartilage","score":0.3301948308944702},{"id":"https://openalex.org/keywords/pathology","display_name":"Pathology","score":0.22580766677856445},{"id":"https://openalex.org/keywords/radiology","display_name":"Radiology","score":0.2207188606262207}],"concepts":[{"id":"https://openalex.org/C2780550940","wikidata":"https://www.wikidata.org/wiki/Q502730","display_name":"Cartilage","level":2,"score":0.62289959192276},{"id":"https://openalex.org/C2778559731","wikidata":"https://www.wikidata.org/wiki/Q23808793","display_name":"Radiomics","level":2,"score":0.5732314586639404},{"id":"https://openalex.org/C105702510","wikidata":"https://www.wikidata.org/wiki/Q514","display_name":"Anatomy","level":1,"score":0.49574217200279236},{"id":"https://openalex.org/C3018615303","wikidata":"https://www.wikidata.org/wiki/Q1801229","display_name":"Subchondral bone","level":5,"score":0.4129332900047302},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.3590509295463562},{"id":"https://openalex.org/C2776164576","wikidata":"https://www.wikidata.org/wiki/Q62736","display_name":"Osteoarthritis","level":3,"score":0.3351055979728699},{"id":"https://openalex.org/C3020332539","wikidata":"https://www.wikidata.org/wiki/Q2014564","display_name":"Articular cartilage","level":4,"score":0.3301948308944702},{"id":"https://openalex.org/C142724271","wikidata":"https://www.wikidata.org/wiki/Q7208","display_name":"Pathology","level":1,"score":0.22580766677856445},{"id":"https://openalex.org/C126838900","wikidata":"https://www.wikidata.org/wiki/Q77604","display_name":"Radiology","level":1,"score":0.2207188606262207},{"id":"https://openalex.org/C204787440","wikidata":"https://www.wikidata.org/wiki/Q188504","display_name":"Alternative medicine","level":2,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/metroxraine62247.2024.10796456","is_oa":false,"landing_page_url":"https://doi.org/10.1109/metroxraine62247.2024.10796456","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 IEEE International Conference on Metrology for eXtended Reality, Artificial Intelligence and Neural Engineering (MetroXRAINE)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G345658759","display_name":null,"funder_award_id":"101057778","funder_id":"https://openalex.org/F4320320300","funder_display_name":"European Commission"}],"funders":[{"id":"https://openalex.org/F4320320300","display_name":"European Commission","ror":"https://ror.org/00k4n6c32"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":37,"referenced_works":["https://openalex.org/W1564121197","https://openalex.org/W1584308190","https://openalex.org/W1967057044","https://openalex.org/W1993317670","https://openalex.org/W2009431591","https://openalex.org/W2011258258","https://openalex.org/W2052791009","https://openalex.org/W2073985168","https://openalex.org/W2084413241","https://openalex.org/W2143426320","https://openalex.org/W2592179926","https://openalex.org/W2767128594","https://openalex.org/W2884482228","https://openalex.org/W2890886588","https://openalex.org/W2897120458","https://openalex.org/W2942157335","https://openalex.org/W2963904583","https://openalex.org/W2964303497","https://openalex.org/W3026745261","https://openalex.org/W3041768615","https://openalex.org/W3093194453","https://openalex.org/W3110101809","https://openalex.org/W3155312544","https://openalex.org/W4207047654","https://openalex.org/W4283656105","https://openalex.org/W4294214983","https://openalex.org/W4295903146","https://openalex.org/W4308019809","https://openalex.org/W4310874310","https://openalex.org/W4312065877","https://openalex.org/W4313888578","https://openalex.org/W4361209681","https://openalex.org/W4383553273","https://openalex.org/W4392304435","https://openalex.org/W6689301197","https://openalex.org/W6770375592","https://openalex.org/W6948179336"],"related_works":["https://openalex.org/W2354155665","https://openalex.org/W2609988931","https://openalex.org/W2005157449","https://openalex.org/W4402367648","https://openalex.org/W4241953583","https://openalex.org/W619208188","https://openalex.org/W2001754381","https://openalex.org/W2376660990","https://openalex.org/W2003146126","https://openalex.org/W4399101911"],"abstract_inverted_index":{"Osteoarthritis":[0],"(OA)":[1],"is":[2],"a":[3],"prevalent":[4],"form":[5],"of":[6,12,36,47,67],"arthritis,":[7],"characterized":[8],"by":[9],"the":[10,17,34,44,53,113],"degradation":[11],"joints":[13],"hyaline":[14],"cartilage,":[15],"particularly":[16],"knee,":[18],"which":[19],"often":[20],"necessitates":[21],"surgical":[22],"intervention":[23],"due":[24],"to":[25,29,131],"its":[26],"limited":[27],"ability":[28],"self-healing.":[30],"This":[31,128],"study":[32,129],"investigates":[33],"potential":[35],"using":[37,80],"radiomics":[38],"and":[39,49,55,64,69,76,83,90,100,119],"machine":[40],"learning":[41],"(ML)":[42],"for":[43,105,117,138],"automatic":[45],"classification":[46,110],"degenerative":[48],"healthy":[50,70],"knees":[51],"in":[52,112,125],"medial":[54,114],"lateral":[56],"anatomical":[57],"compartments.":[58],"A":[59],"multimodal":[60],"dataset":[61],"comprising":[62],"MRI":[63,91,118],"CT":[65,89,120],"images":[66],"OA-diagnosed":[68],"subjects":[71],"was":[72],"used.":[73],"Image":[74],"segmentation":[75],"registration":[77],"were":[78,86,103],"conducted":[79],"Mimics":[81],"software,":[82],"radiomic":[84],"features":[85],"extracted":[87],"from":[88],"scans.":[92],"Feature":[93,97],"selection":[94],"via":[95],"Recursive":[96],"Elimination":[98],"(RFE)":[99],"ML":[101],"algorithms":[102],"employed":[104],"classification.":[106],"Results":[107],"indicate":[108],"superior":[109],"performance":[111],"compartment,":[115],"both":[116],"images,":[121],"suggesting":[122],"their":[123],"importance":[124],"OA":[126,134],"diagnosis.":[127],"contributes":[130],"advancing":[132],"non-invasive":[133],"diagnosis,":[135],"with":[136],"implications":[137],"personalized":[139],"treatment":[140],"strategies.":[141]},"counts_by_year":[{"year":2025,"cited_by_count":3}],"updated_date":"2025-12-27T23:08:20.325037","created_date":"2025-10-10T00:00:00"}