{"id":"https://openalex.org/W4406328771","doi":"https://doi.org/10.1145/3706890.3706960","title":"Efficacy Prediction of Knee Arthroscopic Cartilage Repair Surgery Based on Deep Convolutional Neural Network and 3D Medical Image Reconstruction in the Treatment of Osteoarthritis","display_name":"Efficacy Prediction of Knee Arthroscopic Cartilage Repair Surgery Based on Deep Convolutional Neural Network and 3D Medical Image Reconstruction in the Treatment of Osteoarthritis","publication_year":2024,"publication_date":"2024-08-13","ids":{"openalex":"https://openalex.org/W4406328771","doi":"https://doi.org/10.1145/3706890.3706960"},"language":"en","primary_location":{"id":"doi:10.1145/3706890.3706960","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3706890.3706960","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 2024 5th International Symposium on Artificial Intelligence for Medicine Science","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/A5112422762","display_name":"Baojun Wei","orcid":null},"institutions":[],"countries":[],"is_corresponding":true,"raw_author_name":"Baojun Wei","raw_affiliation_strings":["People's Hospital of Xigu District, Lanzhou, Gansu, China"],"raw_orcid":"https://orcid.org/0009-0004-9749-8534","affiliations":[{"raw_affiliation_string":"People's Hospital of Xigu District, Lanzhou, Gansu, China","institution_ids":[]}]}],"institutions":[],"countries_distinct_count":0,"institutions_distinct_count":1,"corresponding_author_ids":["https://openalex.org/A5112422762"],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.1767,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.50547566,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":96,"max":98},"biblio":{"volume":null,"issue":null,"first_page":"405","last_page":"409"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T14510","display_name":"Medical Imaging and Analysis","score":0.9861000180244446,"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"}},"topics":[{"id":"https://openalex.org/T14510","display_name":"Medical Imaging and Analysis","score":0.9861000180244446,"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/T12647","display_name":"Traditional Chinese Medicine Studies","score":0.9797999858856201,"subfield":{"id":"https://openalex.org/subfields/2707","display_name":"Complementary and alternative 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/T14413","display_name":"Advanced Technologies in Various Fields","score":0.9678000211715698,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/convolutional-neural-network","display_name":"Convolutional neural network","score":0.7955226898193359},{"id":"https://openalex.org/keywords/osteoarthritis","display_name":"Osteoarthritis","score":0.7682217359542847},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6396303176879883},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5372784733772278},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.48281535506248474},{"id":"https://openalex.org/keywords/knee-cartilage","display_name":"Knee cartilage","score":0.45862311124801636},{"id":"https://openalex.org/keywords/cartilage","display_name":"Cartilage","score":0.4443705081939697},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.424822062253952},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.41153600811958313},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.37106454372406006},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.3364626169204712},{"id":"https://openalex.org/keywords/articular-cartilage","display_name":"Articular cartilage","score":0.29758894443511963},{"id":"https://openalex.org/keywords/anatomy","display_name":"Anatomy","score":0.10961547493934631},{"id":"https://openalex.org/keywords/pathology","display_name":"Pathology","score":0.0510745644569397}],"concepts":[{"id":"https://openalex.org/C81363708","wikidata":"https://www.wikidata.org/wiki/Q17084460","display_name":"Convolutional neural network","level":2,"score":0.7955226898193359},{"id":"https://openalex.org/C2776164576","wikidata":"https://www.wikidata.org/wiki/Q62736","display_name":"Osteoarthritis","level":3,"score":0.7682217359542847},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6396303176879883},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5372784733772278},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.48281535506248474},{"id":"https://openalex.org/C3018143345","wikidata":"https://www.wikidata.org/wiki/Q37425","display_name":"Knee cartilage","level":5,"score":0.45862311124801636},{"id":"https://openalex.org/C2780550940","wikidata":"https://www.wikidata.org/wiki/Q502730","display_name":"Cartilage","level":2,"score":0.4443705081939697},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.424822062253952},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.41153600811958313},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.37106454372406006},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.3364626169204712},{"id":"https://openalex.org/C3020332539","wikidata":"https://www.wikidata.org/wiki/Q2014564","display_name":"Articular cartilage","level":4,"score":0.29758894443511963},{"id":"https://openalex.org/C105702510","wikidata":"https://www.wikidata.org/wiki/Q514","display_name":"Anatomy","level":1,"score":0.10961547493934631},{"id":"https://openalex.org/C142724271","wikidata":"https://www.wikidata.org/wiki/Q7208","display_name":"Pathology","level":1,"score":0.0510745644569397},{"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:10.1145/3706890.3706960","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3706890.3706960","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 2024 5th International Symposium on Artificial Intelligence for Medicine Science","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.7599999904632568,"id":"https://metadata.un.org/sdg/3","display_name":"Good health and well-being"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":13,"referenced_works":["https://openalex.org/W3034521718","https://openalex.org/W3211499238","https://openalex.org/W3217781232","https://openalex.org/W4205849812","https://openalex.org/W4206399275","https://openalex.org/W4210655294","https://openalex.org/W4220868306","https://openalex.org/W4223421040","https://openalex.org/W4225836672","https://openalex.org/W4309883370","https://openalex.org/W4381486603","https://openalex.org/W4389385507","https://openalex.org/W4396605989"],"related_works":["https://openalex.org/W2354155665","https://openalex.org/W2609988931","https://openalex.org/W4226493464","https://openalex.org/W4379600973","https://openalex.org/W3133861977","https://openalex.org/W2951211570","https://openalex.org/W3103566983","https://openalex.org/W2316526580","https://openalex.org/W2105653210","https://openalex.org/W1537974871"],"abstract_inverted_index":{"The":[0,146,182],"therapeutic":[1],"effect":[2],"of":[3,46,50,58],"osteoarthritis":[4],"is":[5,100,121],"influenced":[6],"by":[7],"various":[8],"factors,":[9,12],"including":[10,68],"biological":[11],"lifestyle,":[13],"weight,":[14],"and":[15,37,73,95,105,132,134,156,174,191,199],"other":[16],"phenomena.":[17],"Existing":[18],"models":[19],"often":[20],"fail":[21],"to":[22,42,111,140],"fully":[23],"integrate":[24],"these":[25],"multiple":[26],"factors.":[27],"Therefore,":[28],"this":[29],"article":[30],"uses":[31],"Deep":[32],"Convolutional":[33],"Neural":[34],"Network":[35],"(DCNN)":[36],"3D":[38,64],"medical":[39,65,90,127],"image":[40,93,99,106],"reconstruction":[41,94],"solve":[43],"the":[44,48,56,98,113,125,142,150,157,165,185,192],"problem":[45],"predicting":[47],"efficacy":[49,170],"Arthroscopy":[51],"cartilage":[52,84],"repair":[53,85],"surgery":[54,86],"in":[55,87,171,178],"treatment":[57],"osteoarthritis.":[59,181],"This":[60],"study":[61],"first":[62],"collects":[63],"imaging":[66,71],"data,":[67],"magnetic":[69],"resonance":[70],"(MRI)":[72],"computed":[74],"tomography":[75],"(CT)":[76],"scans,":[77],"from":[78],"patients":[79,179],"who":[80],"underwent":[81],"knee":[82,114],"arthroscopic":[83],"a":[88,118],"specific":[89],"institution.":[91],"Through":[92],"standardization":[96],"processing,":[97],"unified":[101],"into":[102],"224\u00d7224":[103],"pixels,":[104],"segmentation":[107],"algorithms":[108],"are":[109,138],"applied":[110],"extract":[112],"joint":[115,176],"area.":[116],"Then,":[117],"DCNN":[119],"model":[120],"constructed":[122],"based":[123],"on":[124],"processed":[126],"sample":[128],"data":[129,135],"for":[130],"training":[131],"validation,":[133],"augmentation":[136],"techniques":[137],"used":[139],"improve":[141],"model's":[143],"generalization":[144],"ability.":[145],"results":[147],"showed":[148],"that":[149,164],"mean":[151,158],"preoperative":[152],"score":[153,160],"was":[154,161,189,195],"76.1":[155],"postoperative":[159],"34.2,":[162],"indicating":[163],"surgical":[166],"intervention":[167],"has":[168],"significant":[169],"relieving":[172],"pain":[173],"improving":[175],"function":[177],"with":[180],"area":[183],"under":[184],"curve":[186],"(AUC)":[187],"value":[188],"0.85,":[190],"prediction":[193],"accuracy":[194],"generally":[196],"between":[197],"93%":[198],"98%.":[200]},"counts_by_year":[{"year":2026,"cited_by_count":1}],"updated_date":"2025-12-27T23:08:20.325037","created_date":"2025-10-10T00:00:00"}
