{"id":"https://openalex.org/W4392199084","doi":"https://doi.org/10.1007/s11548-024-03074-6","title":"An analysis on the effect of body tissues and surgical tools on workflow recognition in first person surgical videos","display_name":"An analysis on the effect of body tissues and surgical tools on workflow recognition in first person surgical videos","publication_year":2024,"publication_date":"2024-02-27","ids":{"openalex":"https://openalex.org/W4392199084","doi":"https://doi.org/10.1007/s11548-024-03074-6","pmid":"https://pubmed.ncbi.nlm.nih.gov/38411780"},"language":"en","primary_location":{"id":"doi:10.1007/s11548-024-03074-6","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s11548-024-03074-6","pdf_url":"https://link.springer.com/content/pdf/10.1007/s11548-024-03074-6.pdf","source":{"id":"https://openalex.org/S181408163","display_name":"International Journal of Computer Assisted Radiology and Surgery","issn_l":"1861-6410","issn":["1861-6410","1861-6429"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Computer Assisted Radiology and Surgery","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","pubmed"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://link.springer.com/content/pdf/10.1007/s11548-024-03074-6.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5010841189","display_name":"Hisako Tomita","orcid":"https://orcid.org/0009-0009-7955-4148"},"institutions":[{"id":"https://openalex.org/I203951103","display_name":"Keio University","ror":"https://ror.org/02kn6nx58","country_code":"JP","type":"education","lineage":["https://openalex.org/I203951103"]}],"countries":["JP"],"is_corresponding":true,"raw_author_name":"Hisako Tomita","raw_affiliation_strings":["Graduate School of Science and Technology, Keio University, Yokohama, 2238522, Japan. t-hisako@keio.jp","Graduate School of Science and Technology, Keio University, Yokohama, 2238522, Japan"],"raw_orcid":"https://orcid.org/0009-0009-7955-4148","affiliations":[{"raw_affiliation_string":"Graduate School of Science and Technology, Keio University, Yokohama, 2238522, Japan. t-hisako@keio.jp","institution_ids":["https://openalex.org/I203951103"]},{"raw_affiliation_string":"Graduate School of Science and Technology, Keio University, Yokohama, 2238522, Japan","institution_ids":["https://openalex.org/I203951103"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5004504893","display_name":"Naoto Ienaga","orcid":"https://orcid.org/0000-0003-4420-6361"},"institutions":[{"id":"https://openalex.org/I146399215","display_name":"University of Tsukuba","ror":"https://ror.org/02956yf07","country_code":"JP","type":"education","lineage":["https://openalex.org/I146399215"]}],"countries":["JP"],"is_corresponding":false,"raw_author_name":"Naoto Ienaga","raw_affiliation_strings":["Institute of Systems and Information Engineering, University of Tsukuba, Tsukuba, 3058573, Japan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Institute of Systems and Information Engineering, University of Tsukuba, Tsukuba, 3058573, Japan","institution_ids":["https://openalex.org/I146399215"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5091432138","display_name":"Hiroki Kajita","orcid":"https://orcid.org/0000-0002-3267-5884"},"institutions":[{"id":"https://openalex.org/I203951103","display_name":"Keio University","ror":"https://ror.org/02kn6nx58","country_code":"JP","type":"education","lineage":["https://openalex.org/I203951103"]}],"countries":["JP"],"is_corresponding":false,"raw_author_name":"Hiroki Kajita","raw_affiliation_strings":["Department of Plastic and Reconstructive Surgery, Keio University School of Medicine, Tokyo, 1608582, Japan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Plastic and Reconstructive Surgery, Keio University School of Medicine, Tokyo, 1608582, Japan","institution_ids":["https://openalex.org/I203951103"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5103838559","display_name":"Tetsu Hayashida","orcid":null},"institutions":[{"id":"https://openalex.org/I203951103","display_name":"Keio University","ror":"https://ror.org/02kn6nx58","country_code":"JP","type":"education","lineage":["https://openalex.org/I203951103"]}],"countries":["JP"],"is_corresponding":false,"raw_author_name":"Tetsu Hayashida","raw_affiliation_strings":["Department of Surgery, Keio University School of Medicine, Tokyo, 1608582, Japan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Surgery, Keio University School of Medicine, Tokyo, 1608582, Japan","institution_ids":["https://openalex.org/I203951103"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5103258887","display_name":"Maki Sugimoto","orcid":null},"institutions":[{"id":"https://openalex.org/I203951103","display_name":"Keio University","ror":"https://ror.org/02kn6nx58","country_code":"JP","type":"education","lineage":["https://openalex.org/I203951103"]}],"countries":["JP"],"is_corresponding":false,"raw_author_name":"Maki Sugimoto","raw_affiliation_strings":["Graduate School of Science and Technology, Keio University, Yokohama, 2238522, Japan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Graduate School of Science and Technology, Keio University, Yokohama, 2238522, Japan","institution_ids":["https://openalex.org/I203951103"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5010841189"],"corresponding_institution_ids":["https://openalex.org/I203951103"],"apc_list":{"value":4390,"currency":"USD","value_usd":4390},"apc_paid":{"value":4390,"currency":"USD","value_usd":4390},"fwci":0.8724,"has_fulltext":true,"cited_by_count":2,"citation_normalized_percentile":{"value":0.70608399,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":95},"biblio":{"volume":"19","issue":"11","first_page":"2195","last_page":"2202"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10916","display_name":"Surgical Simulation and Training","score":0.9241999983787537,"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":0.9241999983787537,"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/T13953","display_name":"Digital Imaging in Medicine","score":0.030500000342726707,"subfield":{"id":"https://openalex.org/subfields/2739","display_name":"Public Health, Environmental and Occupational Health"},"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/T10888","display_name":"Augmented Reality Applications","score":0.0034000000450760126,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"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/workflow","display_name":"Workflow","score":0.8218658566474915},{"id":"https://openalex.org/keywords/segmentation","display_name":"Segmentation","score":0.6730812788009644},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6611157059669495},{"id":"https://openalex.org/keywords/surgical-planning","display_name":"Surgical planning","score":0.5579010248184204},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5307488441467285},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.3320753574371338},{"id":"https://openalex.org/keywords/surgery","display_name":"Surgery","score":0.200558602809906},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.1824871003627777},{"id":"https://openalex.org/keywords/database","display_name":"Database","score":0.12174049019813538}],"concepts":[{"id":"https://openalex.org/C177212765","wikidata":"https://www.wikidata.org/wiki/Q627335","display_name":"Workflow","level":2,"score":0.8218658566474915},{"id":"https://openalex.org/C89600930","wikidata":"https://www.wikidata.org/wiki/Q1423946","display_name":"Segmentation","level":2,"score":0.6730812788009644},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6611157059669495},{"id":"https://openalex.org/C2779370443","wikidata":"https://www.wikidata.org/wiki/Q1776627","display_name":"Surgical planning","level":2,"score":0.5579010248184204},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5307488441467285},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.3320753574371338},{"id":"https://openalex.org/C141071460","wikidata":"https://www.wikidata.org/wiki/Q40821","display_name":"Surgery","level":1,"score":0.200558602809906},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.1824871003627777},{"id":"https://openalex.org/C77088390","wikidata":"https://www.wikidata.org/wiki/Q8513","display_name":"Database","level":1,"score":0.12174049019813538}],"mesh":[{"descriptor_ui":"D000069550","descriptor_name":"Machine Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000069550","descriptor_name":"Machine Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000069550","descriptor_name":"Machine Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000069550","descriptor_name":"Machine Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000069550","descriptor_name":"Machine Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D005260","descriptor_name":"Female","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D005260","descriptor_name":"Female","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D005260","descriptor_name":"Female","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D005260","descriptor_name":"Female","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D005260","descriptor_name":"Female","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":"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":"D013525","descriptor_name":"Surgical Instruments","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D013525","descriptor_name":"Surgical Instruments","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D013525","descriptor_name":"Surgical Instruments","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D013525","descriptor_name":"Surgical Instruments","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D013525","descriptor_name":"Surgical Instruments","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D014741","descriptor_name":"Video Recording","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D014741","descriptor_name":"Video Recording","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D014741","descriptor_name":"Video Recording","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D014741","descriptor_name":"Video Recording","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D014741","descriptor_name":"Video Recording","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D057188","descriptor_name":"Workflow","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D057188","descriptor_name":"Workflow","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D057188","descriptor_name":"Workflow","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D057188","descriptor_name":"Workflow","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D057188","descriptor_name":"Workflow","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true}],"locations_count":3,"locations":[{"id":"doi:10.1007/s11548-024-03074-6","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s11548-024-03074-6","pdf_url":"https://link.springer.com/content/pdf/10.1007/s11548-024-03074-6.pdf","source":{"id":"https://openalex.org/S181408163","display_name":"International Journal of Computer Assisted Radiology and Surgery","issn_l":"1861-6410","issn":["1861-6410","1861-6429"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Computer Assisted Radiology and Surgery","raw_type":"journal-article"},{"id":"pmid:38411780","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/38411780","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":"International journal of computer assisted radiology and surgery","raw_type":null},{"id":"pmh:oai:pubmedcentral.nih.gov:11541397","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/11541397","pdf_url":"https://pmc.ncbi.nlm.nih.gov/articles/PMC11541397/pdf/11548_2024_Article_3074.pdf","source":{"id":"https://openalex.org/S2764455111","display_name":"PubMed Central","issn_l":null,"issn":null,"is_oa":true,"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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Int J Comput Assist Radiol Surg","raw_type":"Text"}],"best_oa_location":{"id":"doi:10.1007/s11548-024-03074-6","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s11548-024-03074-6","pdf_url":"https://link.springer.com/content/pdf/10.1007/s11548-024-03074-6.pdf","source":{"id":"https://openalex.org/S181408163","display_name":"International Journal of Computer Assisted Radiology and Surgery","issn_l":"1861-6410","issn":["1861-6410","1861-6429"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Computer Assisted Radiology and Surgery","raw_type":"journal-article"},"sustainable_development_goals":[{"display_name":"Quality Education","id":"https://metadata.un.org/sdg/4","score":0.75}],"awards":[{"id":"https://openalex.org/G2338840183","display_name":"Creation of free viewpoint VR content by shooting surgery from multiple viewpoints","funder_award_id":"22K02863","funder_id":"https://openalex.org/F4320334764","funder_display_name":"Japan Society for the Promotion of Science"},{"id":"https://openalex.org/G3074552867","display_name":"Action sensing in surgery by integrated analysis of surgeon's viewpoint, assistant's viewpoint, and fixed multi-viewpoint images","funder_award_id":"23K24873","funder_id":"https://openalex.org/F4320334764","funder_display_name":"Japan Society for the Promotion of Science"}],"funders":[{"id":"https://openalex.org/F4320334764","display_name":"Japan Society for the Promotion of Science","ror":"https://ror.org/00hhkn466"}],"has_content":{"pdf":true,"grobid_xml":false},"content_urls":{"pdf":"https://content.openalex.org/works/W4392199084.pdf"},"referenced_works_count":19,"referenced_works":["https://openalex.org/W2064675550","https://openalex.org/W2108598243","https://openalex.org/W2116718185","https://openalex.org/W2194775991","https://openalex.org/W2266464013","https://openalex.org/W2898274707","https://openalex.org/W2901879337","https://openalex.org/W2916909344","https://openalex.org/W2948119149","https://openalex.org/W2963150697","https://openalex.org/W2963649926","https://openalex.org/W3013053228","https://openalex.org/W3098995103","https://openalex.org/W3138516171","https://openalex.org/W3153393784","https://openalex.org/W3201659970","https://openalex.org/W3205650412","https://openalex.org/W3209142733","https://openalex.org/W4393797916"],"related_works":["https://openalex.org/W2772917594","https://openalex.org/W2036807459","https://openalex.org/W2058170566","https://openalex.org/W2755342338","https://openalex.org/W2166024367","https://openalex.org/W3116076068","https://openalex.org/W2229312674","https://openalex.org/W2951359407","https://openalex.org/W2079911747","https://openalex.org/W1969923398"],"abstract_inverted_index":{"PURPOSE:":[0],"Analysis":[1],"of":[2,26,78,137,150,160,172,185,194,218,222],"operative":[3,54],"fields":[4],"is":[5],"expected":[6],"to":[7,32,47,81,89,169,181,207,231,265],"aid":[8],"in":[9,52,141,201,235,242],"estimating":[10],"procedural":[11,16,40,103,173,233,267],"workflow":[12,41,104,174,234,268],"and":[13,49,63,130,226],"evaluating":[14],"surgeons'":[15],"skills":[17],"by":[18,42,203,259],"considering":[19],"the":[20,24,27,39,53,100,116,142,148,157,161,170,189,192,208,216,219,223],"temporal":[21,220],"transitions":[22,152],"during":[23],"progression":[25],"surgery.":[28],"This":[29,250],"study":[30,251],"aims":[31],"propose":[33],"an":[34,108,182,198],"automatic":[35],"recognition":[36],"system":[37],"for":[38,127,153,177],"employing":[43],"machine":[44],"learning":[45],"techniques":[46],"identify":[48],"distinguish":[50],"elements":[51],"field,":[55],"including":[56],"body":[57,128,139,178,224],"tissues":[58,129,179,225],"such":[59],"as":[60],"fat,":[61],"muscle,":[62],"dermis,":[64],"along":[65],"with":[66,122],"surgical":[67,123,131,162,195,227,237,262],"tools.":[68,132],"METHODS:":[69],"We":[70],"conducted":[71],"annotations":[72],"on":[73,95,102,115],"approximately":[74],"908":[75],"first-person-view":[76,236],"images":[77,86,124],"breast":[79],"surgery":[80],"facilitate":[82],"segmentation.":[83],"The":[84,112,134],"annotated":[85,107],"were":[87,164],"used":[88],"train":[90],"a":[91,247],"pixel-level":[92],"classifier":[93],"based":[94],"Mask":[96],"R-CNN.":[97],"To":[98],"assess":[99],"impact":[101],"recognition,":[105,175],"we":[106,214],"additional":[109,199],"43,007":[110],"images.":[111],"network,":[113],"structured":[114],"Transformer":[117],"architecture,":[118],"was":[119],"then":[120],"trained":[121],"incorporating":[125],"masks":[126],"RESULTS:":[133],"instance":[135],"segmentation":[136,143],"each":[138,154,266],"tissue":[140],"phase":[144],"provided":[145],"insights":[146],"into":[147],"trend":[149],"area":[151],"tissue.":[155],"Simultaneously,":[156],"spatial":[158,229],"features":[159,230],"tools":[163,196,228,263],"effectively":[165],"captured.":[166],"In":[167,211],"regard":[168],"accuracy":[171,202],"accounting":[176],"led":[180],"average":[183],"improvement":[184],"3":[186],"%":[187,205],"over":[188],"baseline.":[190,209],"Furthermore,":[191],"inclusion":[193],"yielded":[197],"increase":[200],"4":[204],"compared":[206],"CONCLUSION:":[210],"this":[212],"study,":[213],"revealed":[215],"contribution":[217],"transition":[221],"recognize":[232],"videos.":[238],"Body":[239],"tissues,":[240],"especially":[241],"open":[243],"surgery,":[244],"can":[245,256],"be":[246,257],"crucial":[248],"element.":[249],"suggests":[252],"that":[253],"further":[254],"improvements":[255],"achieved":[258],"accurately":[260],"identifying":[261],"specific":[264],"step.":[269]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":1}],"updated_date":"2026-07-23T08:03:31.855105","created_date":"2025-10-10T00:00:00"}
