{"id":"https://openalex.org/W4382118987","doi":"https://doi.org/10.1109/jbhi.2023.3289548","title":"Learning-Based Multimodal Information Fusion and Behavior Recognition of Vascular Interventionists' Operating Skills","display_name":"Learning-Based Multimodal Information Fusion and Behavior Recognition of Vascular Interventionists' Operating Skills","publication_year":2023,"publication_date":"2023-06-26","ids":{"openalex":"https://openalex.org/W4382118987","doi":"https://doi.org/10.1109/jbhi.2023.3289548","pmid":"https://pubmed.ncbi.nlm.nih.gov/37363852"},"language":"en","primary_location":{"id":"doi:10.1109/jbhi.2023.3289548","is_oa":false,"landing_page_url":"https://doi.org/10.1109/jbhi.2023.3289548","pdf_url":null,"source":{"id":"https://openalex.org/S2495854775","display_name":"IEEE Journal of Biomedical and Health Informatics","issn_l":"2168-2194","issn":["2168-2194","2168-2208"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Journal of Biomedical and Health Informatics","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","pubmed"],"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/A5100375579","display_name":"Shuang Wang","orcid":"https://orcid.org/0000-0002-4823-3511"},"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"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Shuang Wang","raw_affiliation_strings":["School of Materials Science and Engineering, Shanghai Jiao Tong University, Shanghai, China"],"raw_orcid":"https://orcid.org/0000-0002-4823-3511","affiliations":[{"raw_affiliation_string":"School of Materials Science and Engineering, Shanghai Jiao Tong University, Shanghai, China","institution_ids":["https://openalex.org/I183067930"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101527707","display_name":"Zheng Liu","orcid":"https://orcid.org/0000-0002-4812-813X"},"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"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zheng Liu","raw_affiliation_strings":["School of Materials Science and Engineering, Shanghai Jiao Tong University, Shanghai, China"],"raw_orcid":"https://orcid.org/0000-0002-4812-813X","affiliations":[{"raw_affiliation_string":"School of Materials Science and Engineering, Shanghai Jiao Tong University, Shanghai, China","institution_ids":["https://openalex.org/I183067930"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5082650692","display_name":"Wentuo Yang","orcid":"https://orcid.org/0000-0002-1991-5214"},"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"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Wentuo Yang","raw_affiliation_strings":["School of Materials Science and Engineering, Shanghai Jiao Tong University, Shanghai, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Materials Science and Engineering, Shanghai Jiao Tong University, Shanghai, China","institution_ids":["https://openalex.org/I183067930"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5046678765","display_name":"Yongfeng Cao","orcid":"https://orcid.org/0000-0002-7157-5325"},"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"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yongfeng Cao","raw_affiliation_strings":["School of Materials Science and Engineering, Shanghai Jiao Tong University, Shanghai, China"],"raw_orcid":"https://orcid.org/0000-0002-7157-5325","affiliations":[{"raw_affiliation_string":"School of Materials Science and Engineering, Shanghai Jiao Tong University, Shanghai, China","institution_ids":["https://openalex.org/I183067930"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5061568038","display_name":"Liang Zhao","orcid":"https://orcid.org/0000-0001-5829-6850"},"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/I2802608112","display_name":"Shanghai Chest Hospital","ror":"https://ror.org/03fjc3817","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I2802608112"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Liang Zhao","raw_affiliation_strings":["Chest Hospital of Shanghai Jiao Tong University, Shanghai, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Chest Hospital of Shanghai Jiao Tong University, Shanghai, China","institution_ids":["https://openalex.org/I2802608112","https://openalex.org/I183067930"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5040848990","display_name":"Le Xie","orcid":"https://orcid.org/0000-0001-8123-8464"},"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"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Le Xie","raw_affiliation_strings":["School of Materials Science and Engineering and Institute of Medical Robotics, Shanghai Jiao Tong University, Shanghai, China"],"raw_orcid":"https://orcid.org/0000-0001-8123-8464","affiliations":[{"raw_affiliation_string":"School of Materials Science and Engineering and Institute of Medical Robotics, Shanghai Jiao Tong University, Shanghai, China","institution_ids":["https://openalex.org/I183067930"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":6,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":3.8083,"has_fulltext":false,"cited_by_count":13,"citation_normalized_percentile":{"value":0.93723261,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":90,"max":99},"biblio":{"volume":"27","issue":"9","first_page":"4536","last_page":"4547"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10916","display_name":"Surgical Simulation and Training","score":0.8896999955177307,"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/T10916","display_name":"Surgical Simulation and Training","score":0.8896999955177307,"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/T13812","display_name":"AI and HR Technologies","score":0.7786999940872192,"subfield":{"id":"https://openalex.org/subfields/1407","display_name":"Organizational Behavior and Human Resource Management"},"field":{"id":"https://openalex.org/fields/14","display_name":"Business, Management and Accounting"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6409936547279358},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4432174861431122},{"id":"https://openalex.org/keywords/information-fusion","display_name":"Information fusion","score":0.4301457107067108},{"id":"https://openalex.org/keywords/human\u2013computer-interaction","display_name":"Human\u2013computer interaction","score":0.33258533477783203},{"id":"https://openalex.org/keywords/medical-physics","display_name":"Medical physics","score":0.3310401439666748},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.26655954122543335}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6409936547279358},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4432174861431122},{"id":"https://openalex.org/C2982962833","wikidata":"https://www.wikidata.org/wiki/Q17092450","display_name":"Information fusion","level":2,"score":0.4301457107067108},{"id":"https://openalex.org/C107457646","wikidata":"https://www.wikidata.org/wiki/Q207434","display_name":"Human\u2013computer interaction","level":1,"score":0.33258533477783203},{"id":"https://openalex.org/C19527891","wikidata":"https://www.wikidata.org/wiki/Q1120908","display_name":"Medical physics","level":1,"score":0.3310401439666748},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.26655954122543335}],"mesh":[{"descriptor_ui":"D000069550","descriptor_name":"Machine Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000069550","descriptor_name":"Machine Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000069550","descriptor_name":"Machine Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"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":"D014656","descriptor_name":"Vascular Surgical Procedures","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D014656","descriptor_name":"Vascular Surgical Procedures","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D014656","descriptor_name":"Vascular Surgical Procedures","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D066231","descriptor_name":"Surgeons","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D066231","descriptor_name":"Surgeons","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D066231","descriptor_name":"Surgeons","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false}],"locations_count":2,"locations":[{"id":"doi:10.1109/jbhi.2023.3289548","is_oa":false,"landing_page_url":"https://doi.org/10.1109/jbhi.2023.3289548","pdf_url":null,"source":{"id":"https://openalex.org/S2495854775","display_name":"IEEE Journal of Biomedical and Health Informatics","issn_l":"2168-2194","issn":["2168-2194","2168-2208"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Journal of Biomedical and Health Informatics","raw_type":"journal-article"},{"id":"pmid:37363852","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/37363852","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":"IEEE journal of biomedical and health informatics","raw_type":null}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Quality Education","id":"https://metadata.un.org/sdg/4","score":0.5799999833106995}],"awards":[{"id":"https://openalex.org/G1979691352","display_name":null,"funder_award_id":"61973211","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G2034821475","display_name":null,"funder_award_id":"M-0221","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G5035179432","display_name":null,"funder_award_id":"62133009","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G5271879679","display_name":null,"funder_award_id":"21550714200","funder_id":"https://openalex.org/F4320321885","funder_display_name":"Science and Technology Commission of Shanghai Municipality"},{"id":"https://openalex.org/G5571972964","display_name":null,"funder_award_id":"20DZ2220400","funder_id":"https://openalex.org/F4320321885","funder_display_name":"Science and Technology Commission of Shanghai Municipality"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320321885","display_name":"Science and Technology Commission of Shanghai Municipality","ror":"https://ror.org/03kt66j61"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":48,"referenced_works":["https://openalex.org/W1567535992","https://openalex.org/W1968098901","https://openalex.org/W1983804901","https://openalex.org/W1986885109","https://openalex.org/W1988000217","https://openalex.org/W2038420319","https://openalex.org/W2048685179","https://openalex.org/W2085242742","https://openalex.org/W2093580882","https://openalex.org/W2095705004","https://openalex.org/W2109821649","https://openalex.org/W2118542129","https://openalex.org/W2133297572","https://openalex.org/W2136747438","https://openalex.org/W2158120711","https://openalex.org/W2329657140","https://openalex.org/W2561981131","https://openalex.org/W2586205312","https://openalex.org/W2615856311","https://openalex.org/W2619383789","https://openalex.org/W2789905203","https://openalex.org/W2884780389","https://openalex.org/W2900453180","https://openalex.org/W2905270202","https://openalex.org/W2910906666","https://openalex.org/W2921483293","https://openalex.org/W2941781415","https://openalex.org/W2964331764","https://openalex.org/W2991205601","https://openalex.org/W3011312494","https://openalex.org/W3011926303","https://openalex.org/W3020343902","https://openalex.org/W3045069702","https://openalex.org/W3092626637","https://openalex.org/W3103935216","https://openalex.org/W3120778887","https://openalex.org/W3126426351","https://openalex.org/W3128931660","https://openalex.org/W3131704889","https://openalex.org/W3196185820","https://openalex.org/W4200100979","https://openalex.org/W4205699747","https://openalex.org/W4206360518","https://openalex.org/W4220817411","https://openalex.org/W4223547336","https://openalex.org/W4226443670","https://openalex.org/W4285131102","https://openalex.org/W6674330103"],"related_works":["https://openalex.org/W2748952813","https://openalex.org/W2390279801","https://openalex.org/W2358668433","https://openalex.org/W2376932109","https://openalex.org/W2001405890","https://openalex.org/W2382290278","https://openalex.org/W2350741829","https://openalex.org/W2530322880","https://openalex.org/W1596801655","https://openalex.org/W2359140296"],"abstract_inverted_index":{"The":[0,68,81,135,165],"operating":[1,26,49,183,196],"skills":[2,22,27,179,197],"of":[3,13,24,51,78,114,151,175,181,188,194,206],"vascular":[4],"interventionists":[5],"have":[6],"an":[7,33,147],"important":[8],"impact":[9],"on":[10,18,119],"the":[11,79,96,100,115,120,126,140,155,161,173,186,202],"effect":[12],"surgery.":[14],"However,":[15],"current":[16],"research":[17,136],"behavior":[19,109,176],"recognition":[20,177],"and":[21,45,70,125,160,178,204],"learning":[23,123,129,157,180],"interventionists'":[25],"is":[28,41,60,73,87,132],"limited.":[29],"In":[30],"this":[31],"study,":[32],"innovative":[34],"deep":[35,128,142,166,189],"learning-based":[36,143,167,190],"multimodal":[37,64,168,191],"information":[38,169],"fusion":[39,116,130,144,170,192],"architecture":[40,117,131,145,171],"proposed":[42,127,141],"for":[43,75,107],"recognizing":[44],"analyzing":[46],"eight":[47],"common":[48],"behaviors":[50],"interventionists.":[52,67],"An":[53],"experimental":[54],"platform":[55],"integrating":[56],"four":[57],"modal":[58],"sensors":[59],"used":[61,74,106],"to":[62,99,200],"collect":[63],"data":[65,163],"from":[66],"ANOVA":[69],"Manner-Whitney":[71],"tests":[72],"relevance":[76],"analysis":[77,82],"data.":[80],"results":[83],"demonstrate":[84],"that":[85,139],"there":[86],"almost":[88],"no":[89],"significant":[90],"difference":[91],"(":[92],"p":[93],"<0.001)":[94],"between":[95],"actions":[97],"related":[98],"unimodal":[101,162],"data,":[102],"which":[103],"cannot":[104],"be":[105],"accurate":[108],"recognition.":[110],"Therefore,":[111],"a":[112],"study":[113],"based":[118],"existing":[121],"machine":[122,156],"classifier":[124,158],"carried":[133],"out.":[134],"findings":[137],"indicate":[138],"achieves":[146],"impressive":[148],"overall":[149],"accuracy":[150],"98.5%,":[152],"surpassing":[153],"both":[154],"(93.51%)":[159],"(90.05%).":[164],"proves":[172],"feasibility":[174],"interventionist's":[182],"skills.":[184],"Furthermore,":[185],"application":[187],"technology":[193],"surgeon's":[195],"will":[198],"help":[199],"improve":[201],"autonomy":[203],"intelligence":[205],"surgical":[207],"robotic":[208],"systems.":[209]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":10},{"year":2024,"cited_by_count":1},{"year":2023,"cited_by_count":1}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}
