{"id":"https://openalex.org/W4405271587","doi":"https://doi.org/10.1109/i-create62067.2024.10776248","title":"Predicting Severity of Knee Osteoarthritis Using Bimodal Data and Machine Learning","display_name":"Predicting Severity of Knee Osteoarthritis Using Bimodal Data and Machine Learning","publication_year":2024,"publication_date":"2024-08-23","ids":{"openalex":"https://openalex.org/W4405271587","doi":"https://doi.org/10.1109/i-create62067.2024.10776248"},"language":"en","primary_location":{"id":"doi:10.1109/i-create62067.2024.10776248","is_oa":false,"landing_page_url":"https://doi.org/10.1109/i-create62067.2024.10776248","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 17th International Convention on Rehabilitation Engineering and Assistive Technology (i-CREATe)","raw_type":"proceedings-article"},"type":"conference-paper","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/A5054232386","display_name":"Jiajie Chen","orcid":"https://orcid.org/0009-0008-2824-4820"},"institutions":[{"id":"https://openalex.org/I148128674","display_name":"University of Shanghai for Science and Technology","ror":"https://ror.org/00ay9v204","country_code":"CN","type":"education","lineage":["https://openalex.org/I148128674"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jiajie Chen","raw_affiliation_strings":["School of Health Science and Engineering, University of Shanghai for Science and Technology,Shanghai,China,200093"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Health Science and Engineering, University of Shanghai for Science and Technology,Shanghai,China,200093","institution_ids":["https://openalex.org/I148128674"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5045191645","display_name":"Bitao Ma","orcid":"https://orcid.org/0000-0002-5101-9356"},"institutions":[{"id":"https://openalex.org/I183067930","display_name":"Shanghai Jiao Tong University","ror":"https://ror.org/0220qvk04","country_code":"CN","type":"education","lineage":["https://openalex.org/I183067930"]},{"id":"https://openalex.org/I2801518579","display_name":"XinHua Hospital","ror":"https://ror.org/04dzvks42","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I2801518579"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Bitao Ma","raw_affiliation_strings":["Xinhua Hospital Affiliated to Shanghai Jiao Tong University, School of Medicine,Department of Traditional Chinese Medicine,Shanghai,China,200092"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Xinhua Hospital Affiliated to Shanghai Jiao Tong University, School of Medicine,Department of Traditional Chinese Medicine,Shanghai,China,200092","institution_ids":["https://openalex.org/I183067930","https://openalex.org/I2801518579"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5058455658","display_name":"Menghan Hu","orcid":"https://orcid.org/0000-0002-8557-8930"},"institutions":[{"id":"https://openalex.org/I66867065","display_name":"East China Normal University","ror":"https://ror.org/02n96ep67","country_code":"CN","type":"education","lineage":["https://openalex.org/I66867065"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Menghan Hu","raw_affiliation_strings":["School of Communication and Electronic Engineering, East China Normal University,Shanghai Key Laboratory of Multidimensional Information Processing,Shanghai,China,200241"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Communication and Electronic Engineering, East China Normal University,Shanghai Key Laboratory of Multidimensional Information Processing,Shanghai,China,200241","institution_ids":["https://openalex.org/I66867065"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5015408638","display_name":"Wendell Q. Sun","orcid":"https://orcid.org/0000-0002-7002-4652"},"institutions":[{"id":"https://openalex.org/I148128674","display_name":"University of Shanghai for Science and Technology","ror":"https://ror.org/00ay9v204","country_code":"CN","type":"education","lineage":["https://openalex.org/I148128674"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Wendell Q. Sun","raw_affiliation_strings":["School of Health Science and Engineering, University of Shanghai for Science and Technology,Shanghai,China,200093"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Health Science and Engineering, University of Shanghai for Science and Technology,Shanghai,China,200093","institution_ids":["https://openalex.org/I148128674"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"4"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10105","display_name":"Osteoarthritis Treatment and Mechanisms","score":0.9172000288963318,"subfield":{"id":"https://openalex.org/subfields/2745","display_name":"Rheumatology"},"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/T10105","display_name":"Osteoarthritis Treatment and Mechanisms","score":0.9172000288963318,"subfield":{"id":"https://openalex.org/subfields/2745","display_name":"Rheumatology"},"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/osteoarthritis","display_name":"Osteoarthritis","score":0.7792955636978149},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5786088705062866},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4787258803844452},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.4629671573638916},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.2246410846710205},{"id":"https://openalex.org/keywords/alternative-medicine","display_name":"Alternative medicine","score":0.0476437509059906}],"concepts":[{"id":"https://openalex.org/C2776164576","wikidata":"https://www.wikidata.org/wiki/Q62736","display_name":"Osteoarthritis","level":3,"score":0.7792955636978149},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5786088705062866},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4787258803844452},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.4629671573638916},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.2246410846710205},{"id":"https://openalex.org/C204787440","wikidata":"https://www.wikidata.org/wiki/Q188504","display_name":"Alternative medicine","level":2,"score":0.0476437509059906},{"id":"https://openalex.org/C142724271","wikidata":"https://www.wikidata.org/wiki/Q7208","display_name":"Pathology","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/i-create62067.2024.10776248","is_oa":false,"landing_page_url":"https://doi.org/10.1109/i-create62067.2024.10776248","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 17th International Convention on Rehabilitation Engineering and Assistive Technology (i-CREATe)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":20,"referenced_works":["https://openalex.org/W1978542049","https://openalex.org/W2070708806","https://openalex.org/W2080090812","https://openalex.org/W2113670619","https://openalex.org/W2148143831","https://openalex.org/W2253579545","https://openalex.org/W2604759322","https://openalex.org/W2753056288","https://openalex.org/W2765322130","https://openalex.org/W2981485716","https://openalex.org/W3004309848","https://openalex.org/W3021106503","https://openalex.org/W3038732955","https://openalex.org/W3115067850","https://openalex.org/W3216030349","https://openalex.org/W4200498431","https://openalex.org/W4282933239","https://openalex.org/W4311107122","https://openalex.org/W4362730491","https://openalex.org/W6716508097"],"related_works":["https://openalex.org/W2961085424","https://openalex.org/W4306674287","https://openalex.org/W4387369504","https://openalex.org/W3046775127","https://openalex.org/W4394896187","https://openalex.org/W3170094116","https://openalex.org/W4386462264","https://openalex.org/W3107602296","https://openalex.org/W4364306694","https://openalex.org/W4312192474"],"abstract_inverted_index":{"Knee":[0],"Osteoarthritis":[1],"(KOA)":[2],"is":[3],"a":[4,23,150],"prevalent":[5],"degenerative":[6],"disease,":[7],"typically":[8],"assessed":[9],"via":[10],"X-ray":[11],"imaging.":[12],"This":[13],"study":[14,42,131],"aims":[15],"to":[16,98],"explore":[17],"and":[18,53,68],"validate":[19],"the":[20,36,41,46,82,88,90,100,105,120,135,143,155],"potential":[21],"of":[22,38,45,55,57,84,107,129,137,145,158],"bimodal":[24],"dataset":[25],"combining":[26],"infrared":[27,47,138],"thermographic":[28,48,139],"imaging":[29,140],"with":[30,77],"patient":[31,78],"health":[32,79],"data":[33],"for":[34,154],"predicting":[35],"severity":[37,144],"KOA.":[39],"Initially,":[40],"involved":[43],"preprocessing":[44],"data,":[49],"including":[50],"background":[51],"elimination":[52],"extraction":[54],"regions":[56],"interest":[58],"(ROI),":[59],"from":[60],"which":[61,119],"key":[62],"features":[63,73],"such":[64],"as":[65],"temperature,":[66],"texture,":[67],"structure":[69],"were":[70,74],"derived.":[71],"These":[72],"then":[75],"integrated":[76],"data.":[80],"Considering":[81],"issue":[83],"class":[85,102],"imbalance":[86],"in":[87,141],"dataset,":[89],"Synthetic":[91],"Minority":[92],"Over-sampling":[93],"Technique":[94],"(SMOTE)":[95],"was":[96,110],"employed":[97],"augment":[99],"minority":[101],"samples.":[103],"Subsequently,":[104],"efficacy":[106],"this":[108,130],"method":[109],"validated":[111],"using":[112],"various":[113],"machine":[114],"learning":[115],"classification":[116],"models,":[117],"among":[118],"decision":[121],"tree":[122],"model":[123],"demonstrated":[124],"superior":[125],"performance.":[126],"The":[127],"findings":[128],"not":[132],"only":[133],"confirm":[134],"effectiveness":[136],"diagnosing":[142],"KOA":[146],"but":[147],"also":[148],"provide":[149],"novel":[151],"auxiliary":[152],"tool":[153],"clinical":[156],"diagnosis":[157],"knee":[159],"osteoarthritis.":[160]},"counts_by_year":[],"updated_date":"2026-07-22T07:51:19.307946","created_date":"2025-10-10T00:00:00"}